{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据分析部分"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1.导入模块"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.datasets import load_wine"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2.颜色和打印精度设置"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 颜色\n",
    "color = sns.color_palette()\n",
    "# 数据print精度\n",
    "#pd.set_option('precision',3) \n",
    "pd.options.display.precision=3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3.获取数据并显示数据维度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>fixed acidity</th>\n",
       "      <th>volatile acidity</th>\n",
       "      <th>citric acid</th>\n",
       "      <th>residual sugar</th>\n",
       "      <th>chlorides</th>\n",
       "      <th>free sulfur dioxide</th>\n",
       "      <th>total sulfur dioxide</th>\n",
       "      <th>density</th>\n",
       "      <th>pH</th>\n",
       "      <th>sulphates</th>\n",
       "      <th>alcohol</th>\n",
       "      <th>quality</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7.4</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.076</td>\n",
       "      <td>11.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.998</td>\n",
       "      <td>3.51</td>\n",
       "      <td>0.56</td>\n",
       "      <td>9.4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7.8</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0.098</td>\n",
       "      <td>25.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>0.997</td>\n",
       "      <td>3.20</td>\n",
       "      <td>0.68</td>\n",
       "      <td>9.8</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7.8</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0.04</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0.092</td>\n",
       "      <td>15.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>0.997</td>\n",
       "      <td>3.26</td>\n",
       "      <td>0.65</td>\n",
       "      <td>9.8</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>11.2</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.56</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.075</td>\n",
       "      <td>17.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.998</td>\n",
       "      <td>3.16</td>\n",
       "      <td>0.58</td>\n",
       "      <td>9.8</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7.4</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.076</td>\n",
       "      <td>11.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.998</td>\n",
       "      <td>3.51</td>\n",
       "      <td>0.56</td>\n",
       "      <td>9.4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   fixed acidity  volatile acidity  citric acid  residual sugar  chlorides  \\\n",
       "0            7.4              0.70         0.00             1.9      0.076   \n",
       "1            7.8              0.88         0.00             2.6      0.098   \n",
       "2            7.8              0.76         0.04             2.3      0.092   \n",
       "3           11.2              0.28         0.56             1.9      0.075   \n",
       "4            7.4              0.70         0.00             1.9      0.076   \n",
       "\n",
       "   free sulfur dioxide  total sulfur dioxide  density    pH  sulphates  \\\n",
       "0                 11.0                  34.0    0.998  3.51       0.56   \n",
       "1                 25.0                  67.0    0.997  3.20       0.68   \n",
       "2                 15.0                  54.0    0.997  3.26       0.65   \n",
       "3                 17.0                  60.0    0.998  3.16       0.58   \n",
       "4                 11.0                  34.0    0.998  3.51       0.56   \n",
       "\n",
       "   alcohol  quality  \n",
       "0      9.4        5  \n",
       "1      9.8        5  \n",
       "2      9.8        5  \n",
       "3      9.8        6  \n",
       "4      9.4        5  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "数据的维度： (1599, 12)\n"
     ]
    }
   ],
   "source": [
    "df = pd.read_csv('.\\winequality-red.csv',sep = ';')\n",
    "display(df.head())\n",
    "print('数据的维度：',df.shape)"
   ]
  },
  {
   "attachments": {
    "image.png": {
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pZ47W5Y5NroApS9MFmTimBnYsLltuYiSVDiCKiGK4Fvb1BgbyUVwbaUCibQ73HjdhICEl3akBKTyl6VkwYSnBioO0N6MOOHngAk2Fc55MInKzBvF0QmhP4nD8egpBOmTpHfWVTqBKSNvXkDmUgF9rRfQPAwPpIKqo//u0DbUPjf3CjDWnuZEMks+mYNTT+Kfw9H4QjUKa1+pwct0QaIzEgdBtZD6pswSv5XWWwTjI/FgFQSPGbRjJNNKCYZvtTSFpJFFDGlo9nR0hxKK2MEkqXFMyjQQJfJP2wU9CYQxkZq2TflAjiSmTmS9vcFzKCwGyRiT9iH4OdCuBvqBYJI202n+0Dvd8iUW01Skk7/jF/s+hDo2kNJBJWgjn5FPO4ZSjH9K83Z8skkYIIAH+vrTaJNINwn+d1IR1d62d9rwCprzTINj+86lq60ZT9Bqij7OoOZuGNG4TUyOpVTJo1J+CEYggN0vzzQmNpFuYg6oQPBtE8o4HDrRxNftUlT9AVcVn6lkGgY8HVF+2ycv2DpMPCqJtMR7Rf8as7tEZUHWoCYHHOcyhDlWTT5FpbbQ1Ac8anLm2CNTh1IXbiHyeQUPCIT4t0U0ATYck1QkaaT2nmLofNWZNWk/SjpUJsu4TAwGD1po8lPQx/ZVmBfqew8vHWQTPKhoWfkj9fTmnNSuUgqGo+ZqsDxZDlIxv/MIAzuWS6rzwYpo6tlO4dzOLDJxasyhhtk3ru6cRcXG6AMtyY1HZHNDY5keuN4KYssQ1vIgigixM7V1Y4crEdE2YMlPWaW/bpomx1iB5pwmS0doTcfqWgEB+DnOYARw6rV3emSrc+BCmbslwF29iDjllNne2uchTZQOacA0v54PwP8sgeMQyzi1SiV+tJQIk4BmPI7g3GUTjshv2YqhelTOIucykuXlIH3bAr5izXm8FNKRX39Fp22IpprmU+ZqCroTrwHRBkQsCyNy3Ga1lXjYZrYnf5FPMUDBWzg/DdEWQyEQutZxaNxUHYFnwrP7MRjTTt2ifvNMzmPGfA3mz69JpNA5EkZvN4NrNrOUOkxq6FNvslnZ2ipnyjljfKSR7AYN8McKMbRKxuQFdk5y09BfXC+fj3Mg1JE3zs7UJqUwV/HucZQufqqAp1oWvPXOq0PAxcO1FBjVsuvZEaP0zpeUk1JuEFMA8eqSo3GWKdY7a7sPefCmsN+aD/r0SGtLrc9pCQFgZlE9ZZOo+6cU0ZXm2nCMXlLhqVSdN2PPEPMm1pawYVkcqofqTT17tyxDPpkPO+rln46hR/umptkY8fdyEU2asmbuPHfq8qitROxSTbTetqYEY0GsgSGbsx9fkPUTy67RmkfxaGZTVtRdxf7G+EcFsEvfEXcY5ZO7YAR/FJy9NWOZ7MlNmH79UcZUkdbvvJxKDDYi2xfabvKciLc0WvL/JhI2bSWG6dm5X7/Kcuw4I1BuIt2aQue9sO/NM0tLci3EZxet8vfiTg+aklhXS7sB6V5bCn9mvvFur7tl6VyifXIrR0O8Yi6BNe/pkIdPfF7u3bNfwTtHZMnPhlLBmUFxL4zPVrpHDuVX79qUp3Rwn3ebxf0J+axIMgVgoBpylq1Hl9WFNeZuvtxUIY/qHf9EkzFR+2jCRARjRCEIhOUnyzchrBXUweoMIqWsTdE8w8LgQiKq2cwjejCEiIi6DiPcGkbmjfL5tCcRzIfVORV9TAM8zux3TFCrqBwwYrZZL2ipU5asBblL0tYrSJRN2AKg5wizZAmkTEnWROIL3Y0IjFvdSf2Fg3IiJYL0AmTIxXuKo6mAkDUSNECQ5khXHvIZTvCk3DVP0tRn9X7xWGbwR8R6ae2cp87UDEg+3FDTzsopyP5VXQXbqCqY4a0hQCwQQyBaL1Hd0tMSDFoEvAoejMuaEFIjeDAIBKdSfqi8vxix+JYp/kGIJ2uHXG4eA8EWthRS+cUPeaj3xjzDYK1I2WAimfEr8DQPph3VFSls+XicjlEh5mJepPEVm07VFpYWb1x4tdMWNDnmt0rwqSVH1T4/Q9SjzDrJV2pGQV6jcZeT1zMx7ukGiGLEaN0Xt78R7yl70yUzZQSr8sKkIqE3Od1FXtwpeG311LW7f2ozF9l27chi5F32y+bocVn67zNFtktsu4+ZxMgKMACOwRghwoNcaAcnNMAKMACPACDACq0WAmfJqEeT6jAAjwAgwAozAGiHATHmNgORmGAFGgBFgBBiB1SIgAr1W2wjXZwQYAUaAEWAEGIHSEXDffhKBXtXV1aW3tIoas7Oz2Og+VzFcrsoIbCsEeH/Zy8VY2FhwaushQPTp/rD52o0IPzMCjAAjwAgwApuEADPlTQKeu2UEGAFGoNwRmH8QQ+zBfLnD4Jg/31N2wMEPjAAjwAhsfwRe34ph9gdxNGMMsUuDmPacUgs+S3XgAN5gKPwch0QasOpWzGOspwsTR/sRP0k/dG1/Xt8K48XhFDoO2nmgdnryaOtrhlV6oUj/J3qQ+kEeN54cw8U+YOzWGOrPa/X0ZsssvQJNmRYqjHBY/esZA8s5m0w1r4YQXsY60EYypVI7Lddz6NX6zsHuz90PHQhhiP61eZAEHb71xl2Yn9cDATo4wzZtmF0UXzOzxDp9a3SwTj2UV7PEAFMp178etJgoLOTx4cRhHBDP85j9djeqK+ihEs19KVzEjcX3ItFPsfOnohnxVAr97bVoae9ES3u/HMf5/Xj9TR6nBQOvRPMPgBu838UKlKwpzz+4ISSnVB/JQlKSuvGgvkCSMtebv7cmAgfOp6xNuBEjtPtbpLeDHUgpyZsFvUVwWqdX08MjeH2SNKdN/mh0sMkj2X7d65rpwzDyl1OIn6dpOLVhYD86UvvF/OZfTmD34bia6wLy8EH8vo3KqTwZR0ql9a/RqzH4rsdR/3ICOHoRlVjQX6u05BGDb+lR6uujw7XovHwMEw9HMf1w1FFnqED7drwui4eSmTItkLl8JEnVH63F4JNJzJ9k08OaUAxpCXd96DdNQGKT5XFamJZ0AgdaLrvNRzQCZxns6xRt4UEMVx7S+y7E0I/T+S7c9ZFZyjVq6v+q2iiqrmWK0oqSJts1bBrFatF5PY5mIV0D+rvadmn6Iq1L9mcLc2KjnmixJXZz7qfzqu0+hHEJnd9eR/60PVdqq9B0pg2OkytAoAUtJ0Zx5dZhpM7Lw9puRNKUvQZ0wH8lDmRpHs3jWPsHDAp6IFo4g/ylPggqIi3NbE9nGDBNpwDEun9A7dtpTBPN0fpre4DWW9JuMZq3R1r2KaGZNtsm6O+GEA7bjG9USwNy31bnpzE6HJbrpQAcDQ96QtlyuR++uyPI76K1OIP8N0PIP5zGNLoQHpZV7Lq0xm0AWtDZDsDnQz5fj0P5G5j9q2ZcbJ/ADVxEvGESsUsTOKadIZ6dl0lmyUzZjct8fhrYdcb2IbgL8HNpCBw8jJarX2FyoVkwOZJip0+cEdrL61tdGEQn+lPNqBTMU0qqzVoPosyuHqT66GClw7MPI6+a0XEyjs/yNmN8fUurZCbp0Lz6AZ3XU2hW/qSuWz77UDXLvRpC1/BufJaKq3GFceWbN2imw5fePTmG/lQclaL/GxhriEO/dFcwj4e0bbXPwQ70t39AV/6M6Hv+wSgGn79Bx0E5pxcPW3BISP9aHU6uGoFD53uA8FcYI1+kErCW1+goJkBmyUoIBnrpK0FDKeHPNNt7g6FLg9hNmttB8luGcaVHEz7fAseupxCnfl8NWd2SgHcFZH7dDwimPoTXyvdpFeJEcQTI6nDdh1g/cNEU9N2lz6eQUvuJ8B7xxV2+Yr3CGwzd9cEHII/9OIQ+3CWTtPA5e/iUMY/CSz/TGLwUBkggfyitM/FUvXCLDmnCt95rOaVX4FPW4Hk1hCsPW/CZKQlrrzi5UgQq4Ns3jYmXZMCdx+STabQcJmZEvh6g5bSySBxsQ6dVzu6LzMSWZgJqy363VEoIAPuOod70J51uAb7NF8YM0EbXDsZKX63V9Ovno6g9Wq+ENDKRuQ94r3lY1T0TlQ3HUGuO49VzjFr+L8/inLliBPajrR0Y7C81TqQWxxqkPUXQwokzkqlX+LDbHAutG1pwSLknDvygE7Vvddoy/ZhmBfrW6R+A0AK3gHldH+KWTUvGRzEkr78ZxG5xbhDTXGxt32BkeBqjV7WYIXfsEK3jLp8lZNN54w4C84IknweqD/qA4S5ceUgaegr9vg8YxSiuiD5kQJkzcMyrpZ2ft3JNWWhqpFVJbWnnQ7VRM1QugfwCsJDHxNsWnBYH2QLywi9jjqMS1bvMtPbtMBHKfIcWqhX1TL4dRJfDdNUimLLThO0ykVNDJ+h/kuEKMdqzccp0z6NoQftFRT2O4YawHlQ/H0XL4Q77HafWFIHKkxfR+aRLWFcOLbtlL4bqVZkOYNuUSubT2QVIH/Y+n4e1bQW04tVtOeVZ+990KZG1DBh9aJunLfOy2z316jk+UDBW3ocOTdES7qi8Wh/l77csbVZ/NsjO9sk7/QEffGfQgf04kErhEEWGfzeGG8PTMN1bUkN3njJ2i+WVWhFTFoukmS/LC7L1n63QDIef4/VhYNrSCqXWm7e692KA8xjrHwQsc5LyBVp1lpHQfYBFilOwn2VGJ1ZM/mUxsCKCgqMd9zwcL4s8kKAC3Hg5ht1sui6C0VplV6L5dAvCV4eUoOXRLkXrkovQ49WiWW4mYBb+zky4v1dCK+42yuxZ9ymLqZO1KgUpxnqZl0183mDoKnCaXGMPYhh6pUzYC8Q8yVXljjNQ9VR/8smrfRmyeazBWT//fAK7lX/69cnDePHkGNr6zLGU93fp5mvLn8hmpHUjHdIM943iylXSCk1ilgxv9K4yP70aweBb22zoORZRxvONZ6YQBh5+hTEVREl+v6WvWkmTl9kgmS+nKfBPZJCUrq47mQVUcKBzHtbLogkaG4YH2XRdFKE1fHGwA5+dGMWoCAy02x19Lq+oCTeHnb28FMVKvB3EiLp6R4JcODyE14vWVjSv+hU+5XDMos9Fq/LLkhB4fasPH9rbhNWCgnkPPVcm7EtmkGlJzbkKS1O6eY2WgvZ8PyCmTwIgcCXcB5huOVfNcnwsWVMmnyF9HGaoYhJwOSK6JnOWJmy83W354KjZA+f70dnTZZmXKfpaBORYmobUcgavqkjIEz3icL2bnwcOVkIwzGEVfe01TpJ6L+cRvhSGjL2k6MnCqPrKk2fQMtynxtGCzy63YPQu+Qf3gzY0BZSZJnBhnqLAnud2h6aJVJTZ14nOExQ04vxU+nYDwxR9raJ3haAC7LaEFGd5flpbBA6c70HLwz6hEYv7ql2dmLjUh/BDoJZMnJgoscP96LjeidilMMKiJplXlxbsTZoPy0rixkFpQWglDnNHFfdwMwGwzMsUF305hba8CqZTfyCEBCYR7b6vFrVvi0XklwKUFmkP9cdJqDqZvq+OonZfLUhIbztYeNaU0stOKSt+JWqjfxyC/0j8TiGfDZyH8F2thdS+gWPepK54f9nAlx0Wlo/XyQglIh7mZSpPkdl0DU1dhTT9vBaKIn6IlDHTTy2j518cputRXZB3kK3SjoS8QuUuU4uWE8Dot8dcVz9ldH45BXsRfbp/JYqZsoOE+GFLIqAOBe972VtyxJs6qLJjRIugzVgsAg6/2nQEvJhyyebrTZ8FD6D8EFBXsMpv4jxjRoARKDcESg/0KjeEeL6MACPACDACjMAGIcBMeYOA5m4YAUaAEWAEGIGlEGCmvBRC/J4RYAQYAUaAEdggBESg1wb1xd0wAowAI8AIMAKMgIaAO/paBHq5M7Xy65J8//59QRj4unTEjTICZYgA7y970RkLGwtObT0EiD7dHzZfuxHhZ0aAEWAEGAFGYJMQYKa8ScBzt4wAI8AIlAsCcyNRREfmymW6q5onM+VVwceVGQFGgBHYPghMDYSQnHSNdzKJUDQDL5bpLq8zV0pbbc1nEA2FEHL/G5gC5jO49jN4RQwAACAASURBVLgJ3W1AZsC7H9eIyvpxRUyZFsoEn6WfrUs/tE7m+uhp94gXe+cuu7LnOWSiHocBANrYxQ6ElfXFtUpGQB2oJq2Y9defLsyeXN+LMAlXSX5cCwTqDcT3JHFtEU1W7NNQCJGbWWRvRsT5T+lMr+QFydkgEuk0Bi4EELxgIHhhAOl0GulIHaa+zuFcIogqVCH4CXCNGDV/iiJQ+l/0mkwihjjS6ToAU0iGIkj60jDoZzP5s6UQqIukQau01Ge55ZZqp/j7KgQT6eKv+c2WQCB78x6m2oxl0cy6DrjeQJrPk7WFmAQvI4kstXo/hEyrAeN9EkmRYXYVQegmgICBgV8A17TyM4LJVgkh+hq6kWiT6Xu+hDr7SfCOqPZko5mbARi9TRi/n0H2fsbsRHwnjzDPcACiPZTOlB0bpg6NrcDt/BxQX6U1y8mNRoAkWZJc6RO4MCA2DWk6t/0D6MY1xO7TmwiiGMC5XAS33weQzWZFWfHsl3WoFNWT5YFgr9fm0Teg2sRCEhbde9SX5XNnVVukCfXSJg0g2Crr8P83G4Eggq0ZxAYahXbjHI1r/YQwfhv+ZAJB0GGfQ9OFGSQF/QVgJM8hZ8QgjuHWuN2ezhgQRDytBACihzszCGSzyBJDOJtD5I4fA4qmlqZH52j5yQOBStJkGwTjlPuQ1lRbA6vKFJLRHCDK+5EMxQA6A6rJPK2YOhTzFnVCyIi1PAUgCOMC/dC2H7l8Axpz15CrDqL7wjgEIz/0ElFjHE1EN5VWh5xwIbAi87XdxhSe3gdqfMyQbUw2ITWZRORxEwbIXJSOo+bmNWTkDxqLwVS1JRBvtZk1ZWYhy5PEq3+IuUtLSBrppIGZ3iTcxqapgQiSe8haIvsLZpO4p/xUS9ang7k3I5h9Ot0N/3uHqK4PhdMbjEBjJI7g/dsO2lneEDIYR7egh3hrFkmDGLakn4DV3hSSRhI1vUQzacRJAND9mFmgiepowh31vSQ9LW+AXIoQmH+JcWu7kfXKyypSB8Ncg/kcZgBkzDOABCyx5+UayvQAjEAxeIkWQojkalBDVhjB6LuBz71dWcVaKbf80jVlhZClmZFky6amTaWbqWcZBD4egGSvdTCEa4GcC4t89vhVeb3MHF4+ziJ4Vhm9xSbS38s0mbttY3QV/AEgJ14Vqz+n3gOYzQltqFvQTBWCZ4NI3insg3M2A4E6nLpwG5HPM2hIBEsYQABNhyT1VRExtJ5TmpAfNWYrk0+lRqXOirpPDASMnAgukjVr4C/QnorRk9kof5eCwNyLcWG+zvaGgN440KusGQWNkLUjAf/X42TMQnAP8HS2AU3vyZdcUFiauyHPgFwOaGzzI9cbQQyynYYXUUSQRSYkTdjCksc8wwNImbVipkzaV7pNSrKRKCxTU9Ge+MU6ITCHHN0/95fWfMDv1JBl7TnkLEl6kfYcZkhZTh7hS9efy5PsXeJgFxkKv1pbBKraumE8juDeZBCNy27ai6F6Vc4gpg5m+TaA3DykDzvgLSQuix69uuI8JwIqAtpozSJ3JI3GZ1HkyDIhBCEyZd+D36E5TyH5vglNe6j8KfifvURDIo20cD3NCKZNJmjpImtQAv4MZvznQPp3XTqNxoEocrMZXLsp3WS2H9rr7HEOt5yfVsyUTdCqfDVAVpd4zTf8vTEIVMG/Z6160rXeYm3OIfN5EqDAD2H6Vv5GUXzp+oJeijXN+VsAAWm9CPUmgWL+fmXWLFm0IquaaRrVZzqrP+jppelJL83pRRCYzaHmrAH/s6SwWtVFEosH9M3n4D8bVOWrEDySExHXIBN2LxAyQkiq+JXuQ3a/TYecoaW5Z+Oo6R2A/w4FETbi6eMmnErY5TlViEDJPmUyW4e0kHYynaK1cfEFLuyXc9YQATIZZh+/VPcMKSJ+pT4byeAzz5ThmzTiUHRxH+PkPS2Ccxn16xth+6DnkLnjjMpcQ1i4qZUiQFdkWjPIiOBAuxGTLkwzqP1mGSnHuqurcKHCeAVnS8ugJ2cFfiqGQL1R2g2ZyiCCuomZAnwpFgAxEaQZCAQQuBBHE1lVZk3NV/qQzeuyFCzq/4Sis0nQA2IUNHaWrkbxZzEEStaURdCQuKesmhXSr1M6WqxDfrf2CIg1yYUQCZHsqgK66oGpZ3ZfgnHfVNHXdnZBqi4yACNq+44o+toZKan8wL0qArM1Lg5wMwLfu/6cjMQVvdXB6A0i1EtRmxB3GgOPC4bBGZuMQJ0I+oqJQB/Q/dJfGBg3YgjdJ/oyEMR4iSOsg5E0EDVCkG5J8jd6BRo5m/WmJ2cZflpvBKQ1jK5P0XmQjgAgM/YzIJEYkH+DAAPw6xH14hZHVMaSqOBOYuQkhJ+qZ8a82IqJX4niH6RYDCJ+xwhsLwT4Rxjs9WIsbCwoRT7gp9YdYZvZirvJHq4FZ3nRgrgmJQRqx3VJrS2rS3nlMfO+yXZbqHgUisLnv20BeNEnM2WLgDjBCOwMBLw2+s6YWemzYCxKx4xrbBwCXvRZsk9544bLPTECjAAjwAgwAuWFADPl8lpvni0jwAgwAozAFkaAmfIWXhweGiPACDACjEB5IcBMubzWm2fLCDACjAAjsIUREIFeW3h8PDRGgBFgBBgBRmDHIuC+/STuKVdXV2/ohGdnZ7HRfW7oBLkzRmATEeD9ZYPPWNhYcGrrIUD06f6w+dqNCD8zAowAI8AIMAKbhAAz5U0CnrtlBBgBRoARYATcCDBTdiPCz4wAI8AIlDsCC2OI9Yxh/tUQwvTtwmP+QQyxBwW5GOsJY+iVqzA/loTA6pgyLVw4hrGFkvrkwuuMwOtbYY8NQ52+wVB4NZtmnjfdOq/dpjQv9nEhzRSno3UeZRFGsM69lmnz8kwIh8Ow/t16A1T4sJsQOdiB1Ok8uiiPPgtjGLKY8QLGeoYwdMus24XBt8DoVfN5NWeN7K4c/1/yD1LYIM1jrH8Q06jFMTuTU1sAgQPnUziwBcbBQ9heCEwPj+D1yY7Npx1iBAe3F3bbd7T70ZFKoe3BECYbOtBcYc5EMWF61Nejoh6+JyOYPArgyVcY3HUGn+EDfNfjoi5p0DdwEfGT4oeazcb4uwQEVsyU5x/cwMSuFtS+/VBCd1x0SQRIS7j7AbVvpzG9rxP9fc2opLyro7KqmUdPpOFcIsGIPrXoVBuDNJy7vn61MUi7lRIsTrSgRbYCiH58sn0AtJm68meQOr+fnuw6VF7v06zv/tbHiBZ8lqLDXbaTP51ChzhkSSr/yrGBu4Zp9LVoOQGMYqn+ZXsTqMX022m0XDbbdQ+Gn0tHoAUtJ0Zx5dZhRQN6C4usI4gG8zjW/gGDai07r59B/lIfBMWe6LHbc9CrSSNQtKjRPGlmd23aJHq+8lCOh9dcX5e1Ss9j8skoBodHMWjtXdW2vq/VOdDc1yHOi4mjF5E6WYnXtwC8HEJ4WJ1R6EJ4GIC+9ms11DJoZ2Xm64Ux3BjejdM/8JUBRJswxbfAsesppIgh00F29QM66TnVj04MKlOStFTsvkz5KaQu78bgN5p0q4b9+lYXBtGJfipzmBjf0h9RZ1ePbDfVg5a3gxhZ1E/0BkPWGFPob/+Au5aJq0h/goag5nUGeChFCyq9VP/Tu86IsUlGX6R9zi4ZgUPne9Dy8KsVuKNGMYGLYk0+OzGNwUskeKWQut6JWqu9Nxi6NAiTXj8jAUD3Veo0r42chMUrULR4vRMfrg7htfaek2uBwALyYr/3o3MfMPsghnC4D6NvB9H1/LA6B7TzKBwGCdPTw13C3ywu9TR0iHL97bWobe+Xa78WQyvDNlakKb/+Rm6uAxjD3TIEbf2nvBvVyow0/3IC0/uO4aJ4rkTz6RYM3s1jHpadSQ5HNzFZA5zH7LdAy+lmCGPSwTZ07htF3nrvnSDzd8p6VQHfPixZxyoOoPJkHHGR4Q4EsUuJeZ04g7iYxn60tddiVA1sqf5rfa65281yalUI0DoAXf1jqO9rLqGlWhxrkObKSl8tcOKMMoMqvyS19Oo5RkkLU2bpAz/oRO0lomNI2oRN83bHpMFNo+U0WW8AVDQjbhOmXYxTq0Pg1XPgcIeIOcnDh7aTHUidJOvIDUx824dw2GxeWjfiqXphSZs4Kq1xr28N4sqlMAbNYqamDGDoMFuzLFiWmSidKb8akpIrbS4O8FomzCUW2+dTB5WqRxJr2CZ5oAXzaEZzX48I3JJ7RjMHWt0tIP/Welh+wmFmlNUss7dnK/vRcf0YYubGXIa5ez5va8YFTS7R/24f+6sKMFujjMqTF9H5pAsjr5pxaNltejFUr8qjuBLWbTW1mF2A9GG7aV5UXyH9enXNeUUQmMcYaVa7wghfhdBy52+F0SXcBeQSSynBWav+akQEdOEtmalrUbvPdp1ZPuWGScS+8Sm3lVaXk0siUDJTfv18FHg4irDy8VAP05digPJnLtkjFygdgaK+GRmkQTKu8BH3jAkfsd3B8rVcm0lKszjIBCWCNZQ/0W7UOyW0GKldCf/0LR9S510a7UIeFIFATg+hUXmq7Cvs33tUnFsyAtIaE746BJwoUllbxyIlvLOLCWvfeRcHlk+/xVrg/CUQWJhE/mgbOk62wfftDaChEgdOppA6L+NMRmhtKmRaBnABY3c/oOVELT74KKALQqPOfxND2HJB2T7lJXrn1x4IlOxTFqZF8k/SP/IZaQFGHu1z1ioRqGw4pvnlyN8aVvcGKWjKdR1tl0vDRiXqj9Zi9K66Z2hKuOaY3k5gUlg73uCFJmSZr8W3u47jpXogzTbs9PXpJubR59LXLUzWqopzXm8wIoKEPBpfTv8e1ThrFQgc7AD5fEddNOG1jsvu5eBhR2wCCW5hF80UtlWJ6l2A2a8IbHTTfGElzikFgYpmdJDwTftsl+l2kA1U+nZj9G4MsXDYjqgWTPwi2sxwooVJTLzdjUOHd0tfsskbLrdAPwNKGVK5ly1ZUy53wDZ8/qSBXs4jbJqGRXSk9BF3XN7tyle+N22QpjlSmL/3daLzhPIPi4M3rHxBLehsr1UvlN/6qi3t0gF9Nz8PFLumUtGMi+0xdJnOJ6ERSRNzc1cnJi71CctKbXsnWjAhRyfqTKBLzGuV/Wvz5eTaIHBABH31CcsGeX2LruOyuyMXR6dwcUh3C5k8l75+deB8Pzp7uiy/JkVf29d2lt05F1wMARKqRbS7dn5YUde1IuiUMCeF4AX5iE+S5iwbpPgisqodwAjHFy2GcQnvxK9EbfSPQ/AfiS9hhcqiqLrqpAJHymLK6zhJ3l82uIyFjYV3iixuz3FIXGFUVyPJamW5zOi9ut6muR+k7/gYdg/nZV2Lidu9UBQ231e28fBKEX26fyWKmbIXUpy3/gi4N7F1CKx/1zu9B2ZE9gozFjYWnNp6CHgxZTZfb711Ko8R0RWulAhRK4/58iwZAUaAEVgGAiUHei2jTS7CCDACjAAjwAgwAitAgJnyCkDjKowAI8AIMAKMwHogwEx5PVDlNhkBRoARYAQYgRUgIAK9VlCPqzACjAAjwAgwAozAKhFwR1+LQC935ir7WLL6+/fvC8LAl6zEBRgBRmBZCPD+smFiLGwsOLX1ECD6dH/YfO1GhJ8ZAUaAEWAEGIFNQoCZ8iYBz90yAowAI8AIMAJuBJgpuxHhZ0aAEWAEdioC8xlEoxnMlTK/ySSiI6oG1R+YWqT2FJJa+1MDISQnFynOrwoQWBFTJqBDIfuftWAFzXPGZiNAa+W9PnPIREvfMMXbm0IyVHp7m40P9w+ADtpQIZ0UX+t1Rm0yiZB2sK9zb2XU/BwynyeRzSYR0c5v/SwXaQf2c8jcmUHToaolcZoaiCLj+An1KTy9H0Rj/ZJVuYCGwAr+otcccu+BYG8aBoOtQVkeybpIGnXlMdWym2X25j1MtRmbv771BtJ8tqw5/c2NXENyTxzpRAk7eP4lxvecQ6LYT5iTQPc50J1oEHzBMejJp8jQf6GMIxsBAwOJIJZm885q5fK0MqacDcBfXS4QbZ95zo1EEbmZFQMOXBhAos0k+5dIhpIQW6M1jnTEY1OSdtKrNo+2aUhbuv0+gGw2C2rzXC6C236zbdK2I0hSl61BBHWoirQntDIjCTVKGMkEgsU2vN4ep9cZgSCCrRnEBho96EOuc+6sKYiTVeQ2/LR2yCBq5NB0YQZJQXsBGMlzyBmxQnqjA9xa+yDiaSUAEK3cmUEgm0WWaO9sDpE7fuvgJhqM3ZfTZ2VghWQwn8G1XA2C92MIKSy9WnLjO/V1EjVH0l5FAbHHZ8QersIUctksMkZMlM2ExhEIAEYyjYYXUdzzdcN/5x78iUY8jea82+NcgUDp5uv5HGaQRdJQ5muHqYNR3TQEJpOIPG7CQDqNdDqOmpvXLFNS9mYOjZSfNBC4Hyv08dBh2ZsR1o90egAGkohofqMsZLs2k5eznBqIIAlD9nkE8hCmV6I92qw0Fr09aT6r6aX8NNK9NUh+vZh/atPQLMuOGyNxBO/ftuhm+SBkMI5usabxVjobiGGb9Ga2N4WkkYS59nESAPSzIws0UR2XBkWCZgxxSS9JAzO9STDFLH9lrJKVQSQiBgxxPqj9p9LxVhKQ0hi4ELCKi8Rk0hKGnC8AWpdQLxBPK6Ga+AIJ/Ok4giRY9dYAH3cjWDmHl48Bf/UccvCjSvAPd2v8rCNQOlOezSELuYjOA1dvltMbjcDUswwCHzcok1AdDHOz0EBaG6VJsrIBTa59J8ZJaxowcEqYDKsQPBsE7j+1D789fg9Tk3JjnFVmqPpTMFTbcy/GkQ00oUFowKq997nC4BIyU3pp7RsNHvenEKjDqQtA8vMSA4EQsHyOVf4A0HpOWj8q/agxsRWmTNu/WPeJgUBWp4ka+AssJnSgZxE8oiw7xFhM7dpsl79LQEDGfbh9yKYVwtnQFJK9Mwi2ehwY92NKAbBdHbTna8x1Qg737gDnyFJH5m80oQE5zJjniPnt7JCfFAKlm6/pILWsGfLATfY+xVSkbvN9UWW7rJJBwu8NQMBvmrG938/lZwC9crUfAdgmJu/6c8hJG7R3oyKYJKm9C2IOQQQTcREQFhJvNBOmVpKTm4dAVVs3jMcR3JsMonHZw/BiqF6VM4g5/IsB5OYhz41AEcFvMRrz6oLzFkGAhPU0DFeJqQF9n6qX8zngQjdO4RruqSzLPebhAqtqS8AgC1mIXFPkwkiIdRXm77Np4EUUNUcSgHauuIbBjwqB0pmyF3SeG8qrIOetDwJV8O9ZectVPkufkY0Ia8hS7VWBlCKbdbvKe2xcWUI7GMgnFc1YvkNXC/y4KQhIQTvUmwRaiwxAmSCLyIBFKgFFA3xmi1VZgsaKVeN8DwRIS1Z+fo+3uJ9BgJzAH88B9VVAZRBGG5mpqbCsO3NhAOnkS0S/djZAPv+nAQMz94HudBz3ojlhJbNcD/WkddegkZS5SbK0lkw5zg53+FPJ5mvhS7D8jRQur5tNdzhaW3h6ZDbMPn6pTMTSTLXs+4GkGWeTuCfuE8o1tUzeRedchYaPA2L9xQ3GyXsy4AtA1aEmBDTfJG1aecWFxuW6NsGmrKIIb9qLegPk8824AoIyz6Q3V7gnSh1cfSOCFo0pn2RoKf+wFDbNfuXVLRf9lDqOsi1PwrDy94p4jiAgfMDSl0wBXomzUjinM955dkhB2h1TIqFUVrr/MYiEHg9AgWUU4xKpw9RADDMXTlmWVG/LW9kuTMHES9aUyUwRF/eUVVu0sFaUb0H7nLFBCIh1yYUQCUlTlIi+rgemni1jAOSr680h1BuSwVoUqLEMX69p6hR9BgwYrUpzNtszQpCjITO19D0bvU8RcuR7RIIvY8hcZH0RqBNBXzGQYwOoQvAXBsYNGbkbuGAgiPESB1AHI2kgSgGioiaZOG2fZLHG6iIDMKIRhGQlEYzI0frF0Foqvw6nPr5tnREUmikjsWl/UoCmH7jzEi/3ZAHfUm2Z78mN5XEbh86ABCAi5ylQT/EI6Soz6/K3FwLiV6L4Bym8oOE8RmB7IsA/wmCvG2NhYiGvtY1/HEfT45iwalnXJsVVtXE0JRPwf03Xz+xYD9Ka7/kS2t+k0K5Bmk07XFX0F71yOJUIAnRFM3cO6Qg007ndtlm9nL+96JOZcjlTBM99RyLgtdF35ESXMSnGYhkgcZFNQ8CLPkv2KW/a6LljRoARYAQYAUZghyPATHmHLzBPjxFgBBgBRmD7IMBMefusFY+UEWAEGAFGYIcjwEx5hy8wT48RYAQYAUZg+yAgAr22z3B5pIwAI8AIMAKMwM5BwH37SdxTrq7e2J98mp2dxUb3uXOWkGfCCCyOAO8vGx/GwsaCU1sPAaJP94fN125E+JkRYAQYAUaAEdgkBJgpbxLw3C0jwAgwAowAI+BGgJmyGxF+ZgQYAUZgyyAwj7GeMIZeyQG9vmWnKef1rRjGFpYY7KshhMNDeL1EsZJeU5u33pRUBa+GEHswL+ssjCFWYv35BzG7fmk9b6vSJf/tazE7AvTSIKbFQws+S3XgwLaa9iYNlgj56iiAWnRej6O5YpPGYXZL47nrQ39fMyq1NW25nELHQbPQyr9pE3U9OSban78Vxl1fP+InC340d+kO9HE6StOB1YWJoyts19FWGT+otUe7E0diACtes9XAWXS9V9Podq1biea+foz1xDD2V3E0n+/BC2Kw4sx9gxcPpzH6MIxBNb2Wi534cMM8m51zvhKms0f/rPQceoMhcY6NIvxQb8+V3tcpzxaRPY+xux9wrGup/f8GQ+E+uEdqt9yF8LD5tDN5zwqY8hsMXRrE7sspxA8C4uC99Qap8/tNpPi7CALz+Q+odR18RYpufPZ3eUyf6Fm3dTxwPrVywe1gB1JrICRsPKjbq8fp4RG8PrkFBGxebxfhEGO+KDTm8Fv5ajQ8itp9LTh2PYWUW7g/1iwLCSXgg6YASIYHt9AtyhVng+ZgTGH99a0+jJZ6VixMYmLXGcTdYzUbJ8GwH7jY14yOVAodpFXn2zQh/g2GevJoIwXCrLNDv0tnyq+eywVRh2TlyThSOxSctZyWEF6GybbQhXC+B5+hD3e/rcX022mLUZNmckVJnk7mLTXCQbUhzc1RMD7H5jKlSFk3f9rUfmljfgUfaepmA1a9UYS/7UT/6Ty6TA2afjyGNN78GcGwhfbkGrfZjPi22qpFywn7jVPr8prPIuP8TtPohclO4bSvBS12FzRSoTkviZOjDj9IBFrQcmIUV24d9hDMFlkbkNUsj2PtHzAo6Ju0rzPIX1Lajn54a9YYwKRPgMya4bsfUPt2GtOkXbnoT98XRWl/py6jwEZas0hjRs8Iqvs6cEAwsQlMXLK1ZBtT2uPPcSjVgVSK1i4MycwJcxKOKU+1Q7iREJTqWB6CC2N44etEy3Df4lqyvr60Z78ZxO7DRTiFODOk8GAy3Nd5Hy6aVjVBN3mcTnVIhvxqCEPoWBNr3vImvbGlSmbKQtvz+TQTg7a5Nnbs26o3El76oTM3YBrH0J+KC0IjxneFGGLKNCV3YcgnGenrW10Y3NWDVN9+eYBdjUmm6pA6yaREhJ0SZnFq78aDeRw4uQyYaFNehm3KfjW0aCV93I6CtHmujkIenPIgB445itCDmA/UXMWGVPPp68GQMs1VPvgKuKxM/N/ZTQicHiqaE5sVwFH5fnk42W1xyonAofM9QPgrjP2gVNfKKCbQj1SqEoKBXvpK0GFKMGyzPaeFTZTrUa4TGsZbCK1PaFIa/Yn1Rg9Sqf2AWG/TdOsc+459or2JIYR7xtDfV29Ps6IZ8T5LrFaC82GHNWqWzpThabEfpaWJmHUYd9t7PHal3fSiqYpmdNCZctIHKMZ/AJqgX0H7O4wXhzWLy6shoWy0HC5smda3a3g3PkvF7bEvjOHu8CCmhwdRS2N9Is3xTvP7KAo0/sLmt2VOyUyZZjk9PGGZTcTm8pSutyUeGzvoXT5lipnH5JNp1B69KJ8rmnH6xCDu5ueBgwt48RBouazcAwfb0LmvC3liVA6m7Bw6CQFxkaUCK5yvV/dkjdvVDJnA93XiorCiVKL5dAsG77rKYB6z3wItp5UZSs1n4uU8mk/uR8fl5wj3xFCLY7jY564LzOfJsnBRbmATJ1GM/Gul41TYQznn7EdbO9DVP4Z67cBfGpFaHGuQOk6lrxY4cUbFS/iw26xMFjbSnpSF7cAPOlF7KQ+iTllzN6oL6Fnui5bTivaJERVRtsxuduS3Zc5/g/zbUQwK37DmD14Yww3B2HQX4igGle919GrY6aMd7sM0rcWKwJLCtmmNIjO69RFaews622utLBDDvvoBLSf0PPX6YR+6yDJCiohVYx5j/YOg+IaUbwSxfAWa+1K2Vc8qp4LcyM9eQDdaoW2YXBFTtjcdcOBwC3D1OV6f329LOtsQiM0Ycq3PSU3Tw3oQA4ATdlile2PVCoZtkzKwHx3XjyFmmrMcQRZrOzv3uM3WyYqy9K+jLyCvzPCyXiWqd5ktkCmtDZ13u5A/LS0I2hthniaGvtgPsC+Nk7NFfnIiUHnyIjqfdGHkVTMOOV8t8uTFUL2Kj8Kp7dRidgHy3NhnCqh6PTet6O/KKE0WAuFv9UGaqNsw23MDE/1hmMyR0CBspZVqv/TLWhDZ5uzVB+SSf1tjkgW+X+nuypt9L+SB9otoww2MqDypHU8DumvDKj8J7HI6pYSF5Bsf4oefI/z8MFKHn0t/83lNuzbr74DvkplypW838IQk3P2adLMDkNgCU/D2l9G1A00qXmycQpOQJi1B+Ld8SJ13Mn4s5LEc1ql3Q9rpcj6CNpYsWAHfPsDatEpzNhnt/IMbmDjaid1XvcyULgZe0NcycSqoxxk2AtLCEb46BGgxAfZ7YCU0JOoXExQ194SjH7hpxfm2bJ7IArXrMCpp7+7zoQ3ALHbjdJ9kSrTXR3xx28cqXEKaBquAbbBnugAAIABJREFUcmi1dKqsMOjUYqrWAoxaEdHU5kUrn6x50tw9/4AySTjowwfSgq9PIvaNXtA0e6fQcXgIE/YBAdD8zQPCWWVHPpV+T/ngYbS8ncCkUOIozH0UOOH0ZexIpNZ1UpWoP1qL0btjwpwniTes7uTtx6ET0xj8Rt0JJKk57LyrKIYm8p13EXWNdvS5rD//ckJdZVtiQtYaS7PwEqXla0EbgxgRdyoVbRRUlIzVmuurEQy+VeZPMsM9OYaLJ5vRcRm44nGPkSwzIkqY2iXfk3UlY5k4FYyHMwoQONiBz06MYtTCVpYomYb0hh20IbWppe/OKlpRtCs0pvAy7uXq/e6ANFmgWg7vl8ypmOvINU9ijqlUCqnLLYL5plL96NxH7p2UyO93mJhdlZd4FMG91LajfflMVx5JOP+Qnxe+ZfN+tWxSavDe1yKlW8uraxnH5FIuqKB+79mr4jbNK1lT9jST8nWoVS8/Efpn+TC6wurGIZl2VPThgfP96OzpQjgsu6ENV3CPuKIZF9tj6DILCa1EmrebuzoxcUlGS9a2d6IFE4uPVxzKYVzRfUS65Fq0NvmEWxBWPqyW9k7UPiksbM7HnCsdFM0VJEVTrIIyW9MYnpNg0o84We3Mjzk24cuS/itzNma7JgSeOJnt8PeiCBw434OWh33CqkJe35JpqKB1cq90CveKJGOyamjBQAXlZYZ7TSWtFCm8Q7Pn84CvgXyto2g5TVHS5FsGlvzFAhLUr45iGrYmi6thoala2iyVsf7mxFIA1qLzH45h4tfue9Ba+2TVu3wMeDKJ2V218P3VUm2a78lVocp/R3FLXSA6qW33YWSYggArAZdFhZj1bp/uwjPb2t7f4leiNvrHIfiPxG9vouHRb20EeH/Z67P9sVD+YLIcPT8srlKKa5MktP8grxiqy23j4ee1EbEDtbzdZXbJZaWK9CVM3OoPBxHbLDCxu64vir5MH7PWpozkVtc5ySxPPuVi817WgLdWIaJP969EMVPeWmvEo2EEVo3A9mdEq4bAaoCxsKDgxBZEwIspl+5T3oIT4yExAowAI8AIMAI7AQFmyjthFXkOjAAjwAgwAjsCAWbKO2IZeRKMACPACDACOwEBZso7YRV5DowAI8AIMAI7AgER6LUjZsKTYAQYAUaAEWAEthkC7uhrcU/Znbnec3r//n1BGPh698ntMwLlggDvL3ulGQsbC05tPQSIPt0fNl+7EeFnRoARYAQYAUZgkxBgprxJwHO3jAAjwAgwAoyAGwFmym5E+JkRYAQYge2EwGQS0ZE5x4jnRqIFeY4Cy32YTCI0MLXc0rKcPp75DKIl1l+zsZc26i1TuuS/fT01EELsvnv8QcTTBurc2fxsIUC43fYPINFWZeV5JZZXbg6ZaAS5s2kY2u+ee7W3ZB5tujt+DCSCqKINZCSRBRDsXYO2AdAGizxuEu3PLRMDzzHr43QUkFiMf7w0to5q/GAjoNYdF5wYLo8W7WbWLFV0rdesh53VUL2B7jwx4W55vkwmcQ0qvaqZTiHZmwGQQajgzNcaDhjy/BBZc8jcmUHTLxY/54ApJEMxUOvenwhCN8035cVfSmbKdZE00hETLPNAPMUM2YRkO3/P5pBtjSMdWR/ximhnxS3XG0ivVgDZzmuzAWPP3ryHqbYtIFzzWi9zteX5myQpWnx0RpZRTE1jaCTsCCZrlvf+NgXyqYEYMqWeB/MvMb7nHBLFfieCBMDPge5EEEY6DYO06vwpTVmZQjKawylSEryHt+NzS2bKDkQm7yEJAwNLaH+OOmX4QNqitC5EEIXURnSLQ0BpKIXlIDRia9M5JNIiQDo2nrkh3Zo1Sam34U8mEDSbseplEHpvYOBsDhFTgzY13tw5wbCFBvU+gGw2C3PsZjPi22orgGCr/capeTkPFHkQLDLOWU2jB2DhFwjacxBdebVrj4FTxRAIItiaQWyg0UMoW2RdQNaVHJouzCB5k7hDAEbyHHKG0oL0Q12zxAAmbQIgerkzg0A2iyzRuIv2rLVeQwtOMRS2Xz7hnUDQkwnSPn9qT4mEnbRhPy+Wms/gqd9A8GZscS1ZX0fal18nUXMk7d2yOBdmxHhNhjuV96Pb5B+CPnI4lzYkQ55MCv6yamug92i2bO4qfMpkpsggeLZ8JZrlrmpVWwLxVlgMTDJfOpTSSCcN4GYEyUnAXW5qIILknjjSVC4dRzCbxL3JxXolcxMRPZVPY+DCDG67fE1Fa9OG7Q0Cy2H8ALJowkA6rUm4qmXaWL0ZYf5Op7vhf2+J8Y6uxdxIoKO59QaR6Y0iM1+FYCIO9CZBXqy5kdtAb+GB48DvF37MaF04MLPadXTND0UQaIzEEbx/G5n5IgWKZmcwjm5Bc/HWLJIGCXyStgNWe1NIGknU9ErajJMAEM3A8oRmgSaq49KQxFpD7YGkgRlFG0WHwi/WBoHKIIw20mbjILFXnFUiTUKAuYbk5tIsK5NJD9emHA6tY6gXiKe1/Tyfwe2bSURCIURHppD5nFxnGcRCIYToX28Gmd6QOBvXZlLbo5WVa8qmlswmxZJXei5HGma3NOVWBnGuNYnYsykY9U7jrnAVWK1XwR8Actbz0gli8glRzDr6lq603BJ7/N7mJTKBBwx0C7qoEkJb8o670Tnk3sMW6OpPwQhEMP5iDsG2Ohi9TxGKRhFAE7rlBBwNeOF3W5SYwtP7dFAoHFW7uVnQTwLzZ0kE6nDqwm1EPs+gIWHZUJasRdpx0yGp+1QRkbaeU5qbHzVm7cmnyNDhrs6Luk8MBIycYMqyZg38BWs0h5ePswieVetZGUSiiBJmdlN+3yQEhZAsOvEgGou+W+yF0+KUCWneX9FfEMaFgNaAVAiCrXqeen0/hggJ+2ldgZsTTJjiGNK+e4jmSSBPu6xesv7UQBSZao2Za73uxOSKmfLUswwCHw94H8w7Eak1m5NkSPDbDYqDzIvbOsx9svziR2UdjGQOUXOTLlPrtUey/FTAbxqgnHXm8jOAPjnna/U0h5ym3QJV8O/RChIzvUOBbAkP+irET6spkiRda0cIAvk5oN57vO665f5c1dYN43EE9yZLOcy9GKoXkqQFOVYGuXlI4TTgJeS56cSrzXLPK8F8XRJULiZZ4PuVQZzWsTWfAy504xSu4Z7qh7TjCLk0dBeGOYb5l8Ae12lG593XfiSOPEXoWSPSR55Kf3MksfJYFLO/bfS9QqZMGkkATUk+6EpfaxcDIjOtk0OpJjVJUvhclF9vqQ6FNiGJXWyKAT/SEdc6zeewHNapd+U9Rr2ETFf5LN2o8KWV49b6nYx2buQaxj82UEOmyoKo/kL8rGZFYrFDylmSn7wQkNaNUG8S0OIBHCVXQD+ifjEhkSwZnh83nXgWKuNMYpyaKYl8tsTMrEDNOhhpp/WtFLAspmpVMoPHpCuu28onSxSZu4lRU6aMrJ4hLTj5EtGv9YIyHuTpkTSMI0mM57V3ZGVbUqDXyu/Q5Mp8ymJTLlc63qHIrWJapBmLSFdqg/wqZHI9ssTmIXeBQ7v0GABJmiHpjzXf6hpt5pm8bzj3YlxcezLLFP3OjuOl8C9Ks3DRcvqL+kbN9y3jDvTXMi0ZK8UkCMO6mJsygc5ncO1xE7rJn9ULxDzuONYdCRbgJ9utQyP5NL9W9yoFHuXnkyrEu8ScegPk8824rsGUTD96tw66kFpWyEWrenGZVnSi6Jb2SjREsQeFJcsyh5gw7Q/zm+JCSMs0ffUe50EpOJH7S8azyLgPCuo0n+lqJwngM/k5EXRJMTH2h4QBj3gTUUAJ4HZhK0VWNv28sl7o956tzJ2bWJmmLPyGXuamnQvUamcmGbEZfZ1APBeyTHlE7GaEoaPc2SCSveqaQ2tcHJS3hSm2yGgqg+i+EBWBE6KE0Eyklhz8hYFxQ0ZSBi4YCGK8SCMqWxzMIcR0/5Flq1qsKvmEgwgpE3LwgoHA48LydZEBGNEIIiHpDaPo62AlSdjjaEoqszWN4RkFgQwg4dPaMMcmTKHSt2XOxmw3FJLldWy1Fji5BAJ1IugrJiwq5F4omX4K2ifXiiFcK3JpyKKhBQkVlJcZ7vWUdFKkcDllE8MVgVN1wKQrwpr89vSerh6lG3EvFMLT/83AzP8p/wbB0jAFYPwfTRj/393lbU1ZRNn3NgGPXyK3JwB/9dKtyhLkklDlZ4HszQiIHgIX/Lh3k4L9qgCX5YSYdY3PZe1bbnfbsJz4lSj+QYptuHI8ZEagCAL8Iww2MOWBhTQX6956QsC8b2yjsYqUh0+ZWhMmbvXHgYht0vM9X8JSMgBnwJgYgelj1tqka2/CpE0ChWmG/4TiY0gw2LkuKS/6ZKa8CjrlqozAVkTAa6NvxXFuxJgYi41AmftYKQJe9Lkyn/JKR8D1GAFGgBFgBBgBRqAoAsyUi0LDLxgBRoARYAQYgY1FgJnyxuLNvTECjAAjwAgwAkURYKZcFBp+wQgwAowAI8AIbCwCItBrY7vk3hgBRoARYAQYAUaAEHDffhL3lKurl33JbE1QnJ2dxUb3uSYD50YYgW2AAO8ve5EYCxsLTm09BIg+3R82X7sR4WdGgBFgBBgBRmCTEGCmvEnAc7eMACPACDACjIAbAWbKbkT4mRFgBBiBckZgYQyxcAxjC8sH4fWtMMK33iy/ApcsisDK/vb1qyGEr47KRk/0IHV+f9EO+MVWQWAeYz1dmDjaj/jJgh+uXdUgaUPe9cl29fSqGuXKG4cAHcKXBoF2J21s2lrS+XLXh/6+Zv4Z7HWnAnkuDL4t7Gj6UhiDjuwWfJbqwAFFL9OOd/TQh/BDPbMWndfjaK7Q8zi9FAKlM2VakKsf0Hk9heYKuaCxB87NvFSn/H5nIXDgfAoHdtaUynI208MjeH2yY/PX8mAHUgfLcgk2adKK2are5x/EcAMXlfD+BkPh5ziUOowX4ef2+PZ1SqGJ+ME3PsQtxewNhnryaGOBysaqxFTpTPm7PKaxG6eF9FOJ6l3AdJ7sHGurfZU4Dy5eBAHSdq6Q9LqvBS2OMk4JueVyCh10EAotBWjBKEaF9KxJuw4J2c43NaqLuCH7Qhdi/9//Avzz/4vTJFmLfs3NbT47BsMPm45AC1pOjOLKrcMeli9JK/nTikZAa/kVfKQFgbTsPI61f8DgMOlORBdnkL/UB2FL0y1pDvrRGIGguQ+ofTuNaTrsT+fRpWnKFg0DsOh00/HaKQOoRHNfG8Z6YpjtOoN8PzHUOC4+GMLQrQ8YfbhbascADqR0i+gEboQHYWrLTg0ZGA2Tjq2t8U6BawPmUbpP+eBhcWC/eEWjm8fst0Ctj+0TG7BWJXdBEu+Vh7QxUkh1+fBBM1G9vtWFwV09SNG7yy0Yvar5kN6OAqdTSKX60blvGoPfkK9oHmP9g9h9mfKpzm6Vbw+r8mQcn50AaskM+nf/M47tG4WkE2L2zzF64vDma2H2cDnlQuDQ+R60PPyqJF+ibGIUE7go6OKzE9MYvEQMO4XU9U7UWu29wdAlm34+IwGgZwzWTyO/BY5RHZeGJWgYik6vd+LD1SG8do2bH1eHAJ0FE0cv2mbmhTHcGB7FB99FpK63CXWLBKPYA2u1ABzDRToHaI1J8KK0+NeDFhKsRJoF8JWsTOlMGfvRkeoBroYRDneBpOe19lGuZCJcpxCB+fw0atvbJCOsaMbpE2aZN3jxEGg5rCTfg22C+ea/M9+34JAwH1ai/mitmen8JhOjZbJyvpJPsu6HvNzIr5+P2v15Fee8LYDAfrS1A4P9GrNc1qhqcaxBWsoqfbXAiTPygK/wYbdZn4QymHQFHPhBJ2rf5m2mjN2oLpDt5zH5ZNqmm4pmxC3Li9kwf68WAXI/0Rk+/+ArjL4dRFc/BMOV5/okbtx6AypzOn/DFth2+Wzb6MM+hMPED+ifspCsdlBlXL9087UI8oLQvjoAkAQVfs7BXluPhqQVA77iIxu9GpYmRlWklhgold+nbTirOpm5ejBEG0/kLW2aqmw4BvRPYv6kDy8etuDQeasxTmxRBCpPXkTnky6MvGrGoWWP0YuhelUexZWwChAVr2sxuwApNHrS3ALymnXHq0XOWz0CpnuALFyfnejClYeD6BLmZ9k2uQzoc+B8XK6VHpUtBKXm1Q+CW7AQKJkpk8aDEz2WGfLA4Rbg6nO8Pr/fyrNa58QmIiD9/cUHYPuEHWWEW8KRoz2QlSQFEsaE77lnTAR7aAWcyYp6HMMNTD7YLUzXop6zBD9tOQQq0Xy6BeGrQ4BlWXENciGPD5Dym+vN4o9mcJC7lGWhcb+ogG8fkHdn8/PaIbAwhtnD/ej8dgTVJytxACmkzrvjPyimYATVfcocLeKKfEIhE/EqXqMpttZeZTnPgUDJ5mvBhB8+t/w6gkl7SrmOfvhhExCgtRIRtdT3whjuWtcV9uMQ+f6Er1i+i4XDGFqUIdNG1fzO1KZuwvKcH5mwgcFhNl17wrNVMw92gHy+oxa9yIGOPpf3UOdfTlgBPsueAsWivB3EiKIx8hWHw0v5h6VgafZLNFzq/dllj69cC1Y0o7nESPf5/AfhUiCTNsWjkJJm+ZTpmQK8XLEB5QrvSuZdsqaMgx3ob4+hKyyNmDLCju8TrgT8da8jDtewMhm2oLO9FhOq0wPn+9HZ0wVzGcl0JaOvi41qPzou70bYurtI5ms9GlPWI5/i9HAXYpDX5MiEXTu8W/moi7XN+VsNgQMi6KtPaMR0s6K5qxMTl+Q91Nr2TrRYlLTcke9Hx/VOxC6Z7g+y1CwdCOSmUzKl8r3X5WJeSjm3a4EiqHVXQws+E829wcgw4Luu2qbYEgwJX7LIEQy68FwoZSTlXlb8StRG/zgE/5H48iE70oi68meWCAorHzw2Yqa8v2yUGQsbi5WnNPP1qyHE8m2g649d4gocxaCoO8t0R4P2u5kvrsfxHw9ZDHeiT/evRDFTXgwxfrcqBGQAydIBYavqhCsXIMCMyIaEsbCx4NTWQ8CLKZduvt568+IRbVEEhM+JI6636OrwsBgBRmArIlByoNdWnASPiRFgBBgBRoAR2AkIMFPeCavIc2AEGAFGgBHYEQgwU94Ry8iTYAQYAUaAEdgJCIhAr50wEZ4DI8AIMAKMACOw3RBwR1+LQC935npP6v379wVh4OvdJ7fPCJQLAry/7JVmLGwsOLX1ECD6dH/YfO1GhJ8ZAUaAEWAEGIFNQoCZ8iYBz90yAowAI7BVEJgbiSI6MrdVhlPW4+B7ymW9/Dx5RoARKAsE5jOIGklk3ZNtjSP9SQ7XHjehOwFkBjJoiARR5S5X8DyFZOg2ZgI1OJcwUFfwXmZMDYQQQxzpSLESRSqWcfaKmDJJVZGbanlpURnwHU1CYr0fN2EgoW9WuSn9yQSC8qd0dzQGO3py6sDGhQEk2uzjmA7U235n3obgMJlE6I7fRW8b0vPO7aQyiEQ6CNrL99AEoAGGWuupgaeCsdLKBz8BogNTSHySczDxgIs2JFDEkBvxdGAKdcQDijF+xBC6r0MbgMHnhg6II106U55MInITMJJpBCvnkIlGEB3ZhI3rmAY/MAKMwGoRyN68h6m24lrPattfdv16A+n6ZZfmgstCQJ7VSaFLSYUqczMAo7cJ4/czyN7POFpJHknbTNyXgFGdQTRUqGlnQlQvAP8ndQhSCwFDClPEoL/2I2EpbFNIRnM45RDsHV3yg0KgZKY8l58BWs8p7agKwbNBJO+8xFybrkUxvtsOAaWdGHuSSAqpNoh4egsc0NsOyO064CCCrRnEBho9LF/yQM+dTcMQzFKzkoDMojk0XZhBUljPSAs6h5wRgzjmdUuaQ5PS6EvQ3gwC2SyydKifzSGiacrCBKo0rWCvOYbtivNmjjsI4wL9ELYfuXwDGnPXkKsOovvCOK6hG4lDLxE1xtFkabFzeJlrwqk2+qUJjeGKKRANPEWjfkZQGYzjmsa8nRoykAklSR/ns2URMlibQK9sDhwisAjK2+VVNolx/wDS6TTi4oCe2i4j53GuAQKNkTiC928jIw7XUhrMYBzdim6ySBq34U+mkU4aCFjtTSFpJFHTm7bpK5qxz40s0ER1XJoUmVuFTzIt25vpTYKpspS1WawsrVUIkVwNashKIkzc3cDnISQnAUzeQ/J+EpFQCMkX1A4x3BBC9G/gqWqYmLO+Jk3oVmsVIIGM0uJfHEESuESahf3FVqVkTbnKVwPcvI0MmSsqgalnJA8Lw8Vi/fC7bYFAEOeUn6nuEwMB4ymmInUy6CNLm5OkXP0TgKE/cnqbI1CHUxduI/J5Bg2JUvZ0AE2HpC+6yh/QLGl+1JiITD5FhjQkZZaW9CWFeVmzBv6C2IQ5vHycRfCsChISTMNskL9XgkAuBzS2+ZHrjSAG6dtteBFFBFlIUzQg/Mf1ZB3JiHQ3ruGe6IwYbkIFgc0h8/4eMJ/DTGujfQ7s8dtBYvddvuSAgVMrGXSZ1SmZKaPeQLw1hJgRgjBEtAaBgLYQZQbgjpruYuto+oqsCUsTpvXIiR2BQFVbN4zHEdybDKJx2TPyYqhelTOICR+k+S6A3Dxk5K4n7c0hVxAubNbl79IRmMGM/xxIT61Lp9E4EEVuNoNrN7OSEbdVyUAwX5UI2sIet2CWw71oCJksMe64CBfLvRhHzZFE4VBUYFnhC85ZCoHSmTKAukga6YhsmsxLGTTa0tFSPfL7rYuAckMIzWU2V3h9YuuOnEe2ZgjIOJFQbxJoLdIoaUcA/EVeF80uEOxUydliNapAineu2GvOLxmBpkPOq0m5Z+Oo6R2A/w4F+TXi6eMmnBI8NojgkSTG81oXe/zww8DAL4B7L6rg35NB7DEFdqky4szwQ48B0GrLZDEaKChYvhml+5QpKMPyBU3h3s0sgkecC12+cG73mWfwlHxJUG6J1sai9w+3+0x5/IsgIKxhGWQc11iAzDPpzZ17MV66wFbfiGA2iXuKvkiYDzl8kV7joYPf7ldcuQlFV+Dz9mq7HPOkD1n4hEMhxO4D/k8SMOpJEANioRhw1hmwm70Zkddfye7t9wPvk4gYSSGUEYIU6Av1h0coCJh4gVDaeoOA7lOmZ3JfuGIGynEVlppz6ZoybdhnIcu/KP0PS3XD77cFAoEgcCeEUK8ZacnC1rZYt3UYZJ0I+oqpw7cKwV8YGDekjzBwwUAQ4yX2WgcjaSBqhBASNcmfuXTAT11kAEY0gpCsBIq+5nvxJUJvFf//27uWnzayNf/7J0KimEXoCLMIREgRTEtBt1fYCUjd3A1xT2skMGqzGLBGPQsWASsysGBxewHMIlxhkEY9XWEzpCXcMazSItJtokgowCJG02QRo47RLGc/+s6j6lS5ythgzOuzlHDq1Hl853ce3/PY7qjn92S+pncUFf8si5aWFmR/zuKbdocxy/vJQHbsRzT+9Rvgk7zyRIz4R4olIkGtEbgb+oyXz4BGHXZC19qwgD5i9PQRDJrPEwlG+f/Fr0TxD1KUB+lavOUvbLgy08w/wuBMJWOhsTDvKeu8FvQ8BrJ/GF8MpK6tUZS8vP6mmLZx55isHOIKVe9NZapuQeLf7uL1/30DCgqzv1jKMFVTHTtfBZixcAX4rU9mynp9Xve/zJSvzArw2+hXZnBVDoSxqBIwLl5XBPzWZ/Xm67qSzJ3VDQH+FqW6Qc0dMQKMACMQhED1gV5BLXE+I8AIMAKMACPACJwKAWbKp4KPKzMCjAAjwAgwArVDgJly7bDklhgBRoARYAQYgVMhIAK9TtUCV2YEGAFGgBFgBBiBEyHgvf0kAr1u3759osZOWunw8BD17vOktHI9RuCyIcD7y5kxxsLBglMXDwFan94Pm6+9iPAzI8AIMAKMACNwTggwUz4n4LlbRoARYAQuKwLFVymkXlX9G5+Xdbh1pZuZcl3h5s4YAUaAEbhYCPgy2KN1pGIxxLz/FveAo3XMv+nCyCNgfXEdXtZM7S3tGGOktqgefypCoLovDyFwRwvotwbRaje/h6XYJHL03BzH7GQEJT+LapflxEVAYHcxhpXQLNKPyszUzhJiK6Gq57Oiti8CCEyDg4DY1xlgwL0mzm0uT7j2nAFxqhQB45wufQkgidiyfhHFuDWItBUBMdg1dAFox6A6L3YXt9A/OSjO+cjXEAw3PXRPV+a/p0SgcqasNm4eUaPLItYnJnEwMAvrUQNoEycXQ7B4ggyMOMkIXA4E8str2H1kCtznRHfbIKy2c+r7ynZ7D4OWhcGdJaQKvYZAvoeliQJ6S5QpOtuTyOwTIHmBSm45jPjTLmxu5JDfEGqYjdZS5yxCK7o8ZceEohZ9amHwFoCNScQ+stJmA1YmURlTJsl1+gDxp3Fg2vyBzSMU9sPoSkqNq7UzCkxvYXfonqFJl+mdX9UAAXPzAGGt7Xi0DZJ4k4UnHoFJ1i08jONgOSO2nl1fUba9GENmgx6k9CwtJO4+tYUEr1KYEmWTSEFqXSSoyTyDNmpOrCm9sc22awAJN3ECBKKIducwtdjpWSPUlFon/RYGBbMkresFQnNpRCCtZ10DB8gs0+EdRnzuCQqjynrWPeG0Zwv21KYx52KtHiC8n0eerG39BSQNK425hsQhzwz7BPMrq+wWQhjRFjLD8ilO8J0lLGFQzbGco/gAgFAIhUI7OgrzOLwVwcjAJuYxgvSDbaRGN9FF6+AGgDYLEVotpF2H0k47RwBoHXRuCXM4z2H56avMp0ySq5VGhCQe83NUwAGacJsmhD63QgjjAIc0CfypCwLFV/PI3JmAZVmwrAk0kbZTZc+5ZXJJWLDm4sDyPNb1/O1nUOikdmcRb6YDW/qFdheTrj6j+xms7QANj9IY73aYL23OKZKO7baTyte0hyUS8uaobQuzAwdY4aCRKmet9sU7hiYQ3XjhzH/FXeSwiRExl+PdeWRGiWHL9RS229vD0mgGTU/lnI+TADBh+CO+FXzNAAAbrElEQVT3gS6q49HYxBqCWt9zcRxML1W9visexlUveLSOleUMkrEYUq/2sD5LgngOU9pvPJ1Dbjrm9ge7MKG5jSFZaJLnzI0I0tYIMFtah9ohf7QrGEzwkQlgOnWCNeYi5Eo/VKYpB0HwZ0EZNoIKcH59ESATVfW+nfBAr7Rs3IigvzuDlXdFREJEeRQdQitpQPvDMKCMJK1DFix7YDcQarZf2bmkXW2/ySP8cETGGOi2C0XAo+kQM08bNTl5XgjcQ+8AkJxdR/sk6TyVfsLoeiCtZQ2hMND9RGpOCKFJN7GzhRxpx2ruW7+OIzxaEEFCsqYh3Os6ag1F+9WaFkzAfsmJqhAoCiZMcQNWaA2pwg1EJqVm621mdzGF9VsjIrtQADoehVCYTmJKWEHSaH+XQpLYeUxauoR1rc2wnpFWbJ5DWsgXLdIZxbvdi7n5fDqmLDRj05xtNs3peiAgtNNFkkplbycxDTWF5LFYQm9zyD9oz2WGVP2WVJYZ+WUzgITMWLRD72Fwrgup0RgyVIwDBAPQq392w6MRxN8ksbYTQUfF3fsxVL/KpJVplwW9DwurmnCJ+K41co/5tcN5VSNwtA3cMeOBIKKoU7+EkCaz8lanMC8Lf/NQGq3kssABDkJPMIh7aLUsdCymcPjnOuaX87abTJqq5fkRxORBwtRQ1RRf2wqnY8o3SBLelBuLTNhCc25CvzZnX1tY6ztwobmKRU++vhTWha/PTUOxIIM13Lny6UBor7Sxijj8SD4kv1I6z5C4hW9K+Rv1a8/fQCFBaD1SG6ONzQGCHuDO7bEBkf4oYtNLQHcAEcJtdcwy8asaJHz96VeY8oKsMEHlOT8QgRsRRDqXsGnqUOK8LrvZ0fXAbXkrbG2i6SkFdVFQYCfevulC76Tu1dCWdZb3b9Aa8Ja7xs+V+ZQDAaJNk8fmO3lTbXcrB3R3cpBXIF61f0FBMC6/jenj39/EtjAd7eGtCMDy7z//ZlveNTzaxiYF7ilTpH9pT+7OmorQ9ORDmrxzK9pvSAKDopU07ZjbNxgOsSTnRfDcntsGQT7fnGfN5LZkTEHx3Wb1bqu2TujYAxoXCWIxzxooHW8Dbt8BdL90PzZFQqfLHFpai3MqQ6BYOIDvvqMI7Vf/K6KuyYes7ypTwGboawrgIsENmIpNAv3eK7AU6KfiCYQZ28J4t5FXGWnXutTpNGU0IDI5gUJMmSiFFOSWrK41unUYfOvQBN5q/MkL/NSSQpE4WGOYEibiKOIDjk/YS1b0TkEEf1A+1ReRlIHai9SkMtNqzrsnxAG+orRt8imSyVpGX6cxXoghGRNGahmBKbRriuBM2X1K83WACd1LLD/XBQFaV9GNSRyI3hoQScaxOTqJ2AYF8sURxWaVdJDLIi5cFtLTQgf18devWodmEZ9IutwzYn1W2TsXlwgIdxI5DgZCWFum4LoGwLPXiVk3hXrdEfIAyNcsvqmZhKPpHMLNYZDQ3dvmZcyM9mkQEL8SVe8fh+AviT/NlNWyrveqSy3b5rbOCwHeXw7yjIWDBV1D1HeUycL2tlNdcaMraeRT/rqA1ChFZJPARFHV5r1jaieMaDeQ+9jlfKmQii9p+ucocv9lxgsY/fokA91aPmWvchatT++vRDFTvsozfuzYmCkfC9ElLMCMyJk0xsLBglMXDwE/pnxK8/XFGyRTVA0C5H5wLjdVU5PLMgKMACPACNQegVMGetWeIG6REWAEGAFGgBG4rggwU76uM8/jZgQYAUaAEbhwCDBTvnBTwgQxAowAI8AIXFcERKDXdR08j5sRYAQYAUaAEThPBLzR1yLQy5t51gT+8ccfJWHgZ90nt88IXBcEeH85M81YOFhw6uIhQOvT+2HztRcRfmYEGAFGgBFgBM4JAWbK5wQ8d8sIMAKMACPACHgR4HvKXkT4mRFgBBiBa4TA57UxvAzNINH+Hgt9KWTLjL3n2SoS7QDV+RE/YKb3plH6M7JjL9E4k8B9I5eT1SFQtab8/nkfxtY+e3qhyRxDVv4uhecdP148BGjz9GFh+2SU+a+BY9raXkDfWBbelXNMLX5dDwSKWYz1le7rE81zLejltVILFCtvo+Mr4Bmd3/eRWF3F6uoq0o8BYsDPv29By/fPRR7lJ25nMab38aeXGOtbwMLzPvT10b9hLHzIIiXS9Mw8ofJJcEpWpSnTJk39CrR87zQAaOmqBQkzm9OMACNwqRD48PeXeN97AbSc9gRW2y8VdJea2JsNPUgsAGP/nQX+WMDCBzWcX/uU1jyMvr8DaEng+UwPvvtiDP/4BHz4oxHPV3twEwkkhqkOa8q1WAgVaspSs0ohLSQou2MhYaeAZ2n02JmcuDgIyHmTUmxfsKaqNCVRTkvBNAjSWLTUa+aLAb7Dgn73/L0xZHefJ9XGjQY5WRcEetDzOIuUay51x3JOnbk0LGNi7Swguzam1gppR/ReaU9me+Y661uAvWqEZjwmtHVhTfFoyqQM6HXo0KBp47+nQkDMyRiy6MHM8AMAPUgLTbkFiQVDU15IoEV1dH94Bt80Ai1/eQDTeH0qOriyjUCFmvJN9MysCsb7/rldF2jowcwqseP3WDCyOXkxEHj/fBgLX6SxOkMeHmnReLndI3xCDoXvsZB4ja8WVjHTANAB+OPaA8x0vMPYs6wwYSXa6VAexvDzRqwOS2/Rh79/wndkzqJNnUhh4Z+kr0n0iYSUoOlwfTaGxoUZFtocwC9s6svhNND3E7J/vY+eqn5JM4vXIBPnTbF+UomfxIG+Clobuj1aZwu4+2wVM+1ynaXGGoXmJQ72D7DXIAmD+kO+S1IGVlfvA2KtLeD96gXQ5jWBl/0vneGkJSfGgIUf1Gje4x+/3sWXQvv1DFDNgVSmh9H3Ww96kEVWa9dUvM/xSmsftKcVfiyDQIVMuUwL/OrCInB/eBWrNnU30dgCfLKfVWL7H8i2fIXn6hCmOoLtbn/Ch5YEfhBmxJvo+bYHC8/+gfeKKePxl7JcwwN8Zbf7GZ/+gCgrDtr2b5BoGcbrt5/RE/J2zM8XD4H7+Ob7nzD8tywezFRj+2rBVx1SZ7pJi+zxd4qpN+KuHiStM9LClFn6/l8TaEl8EjEGsuZdNJYIAp/x7rcP6PlWhQ0JJUA3yH9rhoCtXH0m9opUX1b4kYU7kvzNCcd8rRUxEt5/anwuA722gezvX9oCu6CLBPLfv/QoADWj+Eo3xEz5Kk+vS6qVA/UetZ8L/wOgsQSFkvzbjWgxWHpLozxK3RU/45MpMeMmGr9wl+Cni43Azd4fkPhtGGRR+bJiUv0Yql9leeA7b1rwqQgp3LU0+phCvevJqcmp2iIgI7B/QKMwXxuWCM2w6Sz5m+qzmMVPvwIfMIyF0KqMJfo1hb5fPTQ9rnwFeWpe60dmyld2+j8j+7cFgCInxbUFaYL2aso3Q7Yu40KiJP/wE1z81lVaP3i1cak5+/B8XYH/XjgEpFWk79kC8DiAuOIn+ItyAeV1tgoUKhHnDnUB71/vevK+5+faIEAWibv4cgb49LNXcDJ6aJGhvJ/fvgZaWtDyl6+An7P4/C2Ax2kfTdmoy8mKEagw0Kvi9rjgRUVg+6UTVWnSSBrwh9d4p66ziaAaCs4R+Qt4Ka5NfUb25yxsk7VZ35WWmjGVFVefRJ+OadNVlB8uLgLtCaQfZ5H1aD7Z32VoFh3KxwtonuG1f4meD3o9yXuufWawl6e4fFTrSfUrfMp8zcYXqVNlFt/h9RfKHaUCvej6k+ufHej1Hi9/+wrf/YV6fIDEt5/w8ncApCnr4D76+8zxK5+KtmtYmTXlKzvp2g+s/EGPKXI+i58KnwHzugmZp559Ql+iTwbrCW2GfHj3Zf4zdS2C8rU/uQxm94efI0FBYX0yWIcCPUTQUKA2VKYxfnVuCNwfTqPn15TQiIGb6Pn3BF4npImy5fsEevC6StruI7GQwFiiD32iJkX3GmbSgNb0euqTlUTgYXVBaAENc7aNAAlZd/9pRlxpgvIp2y/NBGnKxU9o/LYHNwtq/tsTSGABWQrGM88H4VM2K3O6UgTEr0TxD1JUCheXYwQuPgL8IwzOHDEWDhb+KbqV8ZO8IdFALq6Ab+RSPuUfZuhesucbvVRQFzFlsrTRd1nQhyOv/RE3c/3WJzNlEyFOMwJXAAG/jX4FhnWiITAWJ4KNK9UJAb/1yT7lOoHP3TACjAAjwAgwAschwEz5OIT4PSPACDACjAAjUCcEmCnXCWjuhhFgBBgBRoAROA4BZsrHIcTvGQFGgBFgBBiBOiEgAr3q1Bd3wwgwAowAI8AIMAIGAt7bT+Ke8u3bt40iZ588PDxEvfs8+1FxD4zAxUCA95czD4yFgwWnLh4CtD69HzZfexHhZ0aAEWAEGAFG4JwQYKZ8TsBzt4wAI8AIMAKMgBcB/ppNLyL8zAgwAoxAWQSKWJ+YB5JpRG4AOFpHahYYmYyg5NcnVTu7izG87bQw2BZcvvgqhbVQGoNte1iKTSJXhoboU9VWYBmjjeY4ZjVtO0uITQe3HB6YRfpR0CgCOzuXF4TXPEbK0EsYbKHDGkQrDDy81Jr4eN+dw7MI9KrYv0uLb7SAfjFISS0ttqkNTXkU48Y7nev9e1n8PDS2lRAtUmB9IolCv4XBW6UYeMfn/2wuEP8S9culQ0WNhw6JCj+0CZKFJ7CG7lVY44yLifWYQZ666Z44Q7rkhka5g9Bnb4jDerSUPtcBfQYQVb2/FI7wHMjO+q/zIU2MYyXkMJJTYFQ1FkF9mWstqIyRHx2J42Bezb2RH5QkZjjyYBtro5sIzSlmD0Cvld6CDwMqS1PAWbyzhFSh15+RlXsXQDjRNwXv3qP98sI1joDqUqDx8JSgfePXhsZHCDt+BQQz1ozZpwBhqAUqgaebv/nUqGkWrU/fQK+KerEXQNQpvrMkJ8SSh7SYoMXOMzwcna7rm2pAZNKSXR6drOfdxUnQod56supcqwSBPSyNZtD01EK6TQoZqVfnJOX77Q06DALoax2awNvYEnYrEGBLhn2GGfnlNew+Iq3inD9tg7CqEBbrQu2NCNJWBFI7e4KuNy+O15S7IgAJGFueM9FkBC7iIxicA1K/rAMfM8jsq5cbMaU1JxFbBmBqdmZaFD9e+M8vq3ZcfcuH8ECvT65/FmFBSovl0qylAJtDGHH/ak5ulftGKAXLQgR32qCUjQ89hBFXQs3uYgqHX6cxaAFLMRIezI+P0EJz/HQJscW9c+VhlZmvhcnjAPGncWC64IzMs3laO6PA9BZ2h+6d08aWh7NYzM1xxO9ksEma7oNtt4bvkcTdk+1MqjNQrVlOANNS+p2KAeNPgSlTog/abEfrWPkYx8iQatFejPTs7s+kxTQlCYFHWSScfEnXJsLI7+chTVoGBoDKc0biShXWkVLjcdqEPEi0iUtv+p0lJMWGmEQM/4Loxu+2JCxoftOlNBuNlTSv+dNNVATQKeYGiCKHnDiU3PjY9B8VcIAo+sXh3YD2h2Fk3myj+KjUhGhiauJNtK0gCmzkpLatxyo6MejrjlIp/0/Q3ihL3z30DrzA/KsiWl0Hmn8X9cmNItqdw5SvUO2eUwjtQ2lCkJajroEDZMT6oPl6gsKoMr+aFgzXujcORTHnBwjv55GnOegvIGnsK3MNHW+2PUu09rC2nEcek3K9jMaQMbpLxuSTs5eKWF/JAfs5xGxrolPBVV6cUZvomksjPUR4S3ygGEv7O6UpU7lZpw2ggLWJmNorTn4uZpqoDazpxPFYROxaQlO2n45JEBZN6LcMK4qa36anE4hOvyhf/yT75lEa1qOgZtV+vfNEuhS8xUr29pq3hHxu60V8ZR7rR461wr/g2eVWxpSJ+ZKieLSOzTK0FAsHQHNXoF+lTNWavCq+mkcGccxaETSIBQJg4JimBbNpwriVFoKEOAB+2UPE10R7D4NzcRzY5pY9sfi2jyJiIRTfbQIPR0rG784vYn1Wa3iKAer+iBZiblYaDeLgm8f6gzRoQ05tqI0lxpXEUsjxKeXvPIE1qa0VSWTuTMhnsfBTNvP0IpFbLmDcstAq2pR9ReiQnT5AfM5C5IZc6MnFEKyhQcwOHNjm6138J97+CeAGUCwQqyuAfpK5AUco7EfR0QahVUx9NOfDoXt3MYBOInI/J6wKltKAMxofcwB/FpBvDtlYN4SagH1Ng1HwmPnNb8DAIIO1nYjw+wn69FoiHDdIUPD5BO2NY+hreNAFzPoLET691CWrY2gCiL3A+tfVHkg5bGIWltUgzK1Toy/E+rEEw9btmZYDaZadmjBM1PtA15yFNPlod5bs8ZJAJcyjZI0T6/T8LAxk7ToY0Jqho5E2vFrC9oNBeQYIP6ckn86jzYcTiGNSur58tH8a3zwVJy2NtOTRFDA3osa/h7cbTejQwryNipkIoXfSwqCd5dDlsngI7LQ5PSc1bruOmZDvjhV+drZwMNBr9KvGYEUghDazSb/0CfeNX1O2gE/nnu+57V/LP5cEfGD+XRGRcxKYK2PK/tS7c4/WMb8MxOdKNRV3wbN6KmL7TR5hzRRvRNDfncHKcd3pxaHKNYTCJHxW+LmHju68Yk7UP9CVNCRH1UqxkEdTZ2m+eE39q826u5VD+OGsYjT3MGilRZHdQh7hgRFpfVDjmtraw2AbnWBAOCT/0mZ4S8zjqfL5ktTXnERBMU9R2PiPTFVi42qs3hXRjk3km7swIppsQKQ/iswKMTu3H5lwyikaDtGF/oebeLsDtGILue5ODJIm7DcfhSLQdhRMp6BPMnVi8aQB+82HEAARMkYTkDxufrs7FQbt6GrWXRVx+BGI9qu1LHDM+ZER0CkJKgdAOfpuhNC0v6UEmcBm6vyCNHggObuO9kk6XCv9hNH1QK5vsX+6tbYSQpNuYmcLOUQxrtZ669dxhEdNIaoJt/Uy1nUg93S0X609YUK2X9Y3Qa46oe26Tb+2RrqcQ6Y5jvGHiiw6Dwtd6Po4Kc3Q09oErcmWQrbrVFAmcsFkkMNULCe0WsFwSYgbdczXuhXcIcFUm4ztXNh02ZY4x/wug8moLAnda7g9qVwWJHx6Te1Ok64UnVVNnY4o4Hp5iodj9423bSVsUDyE24zuKbifgbZMyDdRjHuK6Ech4FfMA3St2v2tDVNWwJB/T0Qj1o6+qltqCrmWeQX1ldlD+2+oRncF1VQRMtkLBnmrgE1oZmbWlwc8OnUe+acnhI8jJrK0aUmVK+EzpflewcE75pznAAgLRliKi7eephA+C1hqwXYJkKYXflNA8YjGHUI61ISVQhFFHCAccvxSJf6rbscp70snjd/QgJ0e3SmxcdxZAU/l59cRaMzqpO2bz9WnK6ev+rbPskbDoxHE3ySFxaCj4o78GKpfZclonDdhHB6RIBc056efB6evU6aEcNfpiebVAUSauUXQ8ErZEonBCg03Ai3eaB+neUbSvjI/pDmvhUYQIgHGjDnQDJvOWpf5WtV2mWd1i0SX0MN1hvjr3XcwTd3d9kHlqnOqB2Gx0+Z0z7g8DVezb6RbihTBCviOCx85X56uXY/5Ap1TpWemq9AZPZyeKQvAtbnzjKisotmDAAZkNmFKYy6TN8mOIsLYLH1Muq0T0ektrIcOfE3XNLG372gNTLdFWrAyORF+E+vCH0vlSj+yvplPmnfwJ8AH61PBwcrD+E0/oFHPdYDcaEcX1lAkLTzUDtwKAVvb2P6orQWytL8ZbK/El253s2OnyiduhRA2zNViTn1cJyeb3xsI2VpzeTIC31ZIX2D9c3shrSOx6aVg4VT4y8vaAfypdx2MRhFaQ76fGsyDb7unyXQLFo5G6tW8SrVX0euG4Yc2NWvxkiwDTeiYBA5X3P24KG5WIVTkIimxxmgBIThgz9mTnrJCU3b1VJsHIdBUqFVXtG+I7qTjqqwNla5W/IV1V5Ezezjdl4eQ1Cb8j9X6oM5iPNLUKSJIqXkKrnIFV+SEeZVMNmTm9v/IQA7/d0G5ZMLOIbMM24TnLUmarWCA4gVt1hTWHYUR0gQFULk8BSvZ5WJY2lH5FBlL+Wpc0U63OVn2Kc3p5IMVH5qfmGxDZrj/t/s62sbmvjRBCg1444VNH/nYSWhwMWTRDAkLB1hZyUFo3IJJbwprQbsyfZPpObei69K4Y0i9opaqo9NNtXoi8y/ccxp+2H6MbFvp/Mq1ZNO+s+ZEwvoS45N5HH3E2CqwCPi0fPZZbYMY784h59o/EO4K6pxiJIJ2UCBxJLzuk89eliDhN0YR6IEV6IUUSMlNIj5iPXv2Ttn6Z/GSND0LljUBCv+T6VnEm52+pAVKCt6WKEvlLYx3k8As0yKfXATk2tLWPdqHd5Q7xW7bKE9tzcURVl2RIFrKPI5QgBNr4VClFI7lPEhTjsXoXxKZfWL+6pmCOzcmRfSxWc8v7T7T/EqcMK/sviFmLOmm66mWvntdSVfC+meOO7gS4WrPSXCxM3tzKk1Zbs488q4oxPLmiTMbCW3hR2mMF2LCF0NhOdFugDx7FEQxMrCJpDDrhhEfiAJvJCUNj54gujyp/A1RjD+NIufjQ7XpFosmAxF9rcxLIur8YwiSGdkl7YQ7qOceBp82IWZjRnhJBqvp174PESVJPrg2c1wyejLoXl7r0CziE0nEpG1c+qR8AkyIuCgFNMRi4oAl6Vma1ehaQMFDn/KtUjDVMkVfy4CK1s4mTG002RHQt6kl7dM35kOPR9wlVsETgXRWqilDBt2lRmMQQyXt3icwo+r5VbOmzbiCdork7/ZaO+zpDUiUp88d/BfQxDlm07Wt6Mak3D9oQCQZx+bopAh4Cw/EES0b8ulHuAcP4esM1uZ0C9514qxTXaLef90abLCmLOmS5mj6QhCTTq2h9orYBe3aojXR1ElxJCS4uvsxa9OVKKlcaKtUAwZFoKfUzg+aw+o8c1vN6HxxRy9rOo6fB1f/tLfPLFDRs07sfS21482HcSHckcDc21ZF/FKQlYYGJvzyeoQyNiiU1M/1/1vdl4fUiL6aXeg/hh5x5UV8+cfZ+gYq6YfK2N/ocwzd/PqqI0CHp/ZH1n6s9dpftae89i3WFgtz3lR6LoQV+oKY5rC80mUHVsmxSL9nGbuCzSyoPf2FG2WYpfIpjySB+V9CSHduGd/Q5VWIJCPL7IcR/9cmZP5D+3WPx9kxcQeX9Rc4gsuf6s3ROpbetWNQCd50njpfWuVtWQojt3+R95RNH74sqXGRT64rYsKE77lX7m2+hs9+Xx7CTPlUAKvJpaszx5pSzA19qk658iVH4KwFtNoyossNNmNxlvMnz7/Nh+f0pT21HhoJPPZ111o37t/etWPK/jBwLiNwtRFgRuTML2PhYMGpi4eAH1M+XaDXxRsjU8QIMAKMACPACFxaBJgpX9qpY8IZAUaAEWAErhoCzJSv2ozyeBgBRoARYAQuLQIi0OvSUs+EMwKMACPACDAClxgB7083/j/hD7EttRNZPgAAAABJRU5ErkJggg=="
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "3.数据分析与可视化"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "（1）显示数据属性的统计描述值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1599 entries, 0 to 1598\n",
      "Data columns (total 12 columns):\n",
      " #   Column                Non-Null Count  Dtype  \n",
      "---  ------                --------------  -----  \n",
      " 0   fixed acidity         1599 non-null   float64\n",
      " 1   volatile acidity      1599 non-null   float64\n",
      " 2   citric acid           1599 non-null   float64\n",
      " 3   residual sugar        1599 non-null   float64\n",
      " 4   chlorides             1599 non-null   float64\n",
      " 5   free sulfur dioxide   1599 non-null   float64\n",
      " 6   total sulfur dioxide  1599 non-null   float64\n",
      " 7   density               1599 non-null   float64\n",
      " 8   pH                    1599 non-null   float64\n",
      " 9   sulphates             1599 non-null   float64\n",
      " 10  alcohol               1599 non-null   float64\n",
      " 11  quality               1599 non-null   int64  \n",
      "dtypes: float64(11), int64(1)\n",
      "memory usage: 150.0 KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>fixed acidity</th>\n",
       "      <th>volatile acidity</th>\n",
       "      <th>citric acid</th>\n",
       "      <th>residual sugar</th>\n",
       "      <th>chlorides</th>\n",
       "      <th>free sulfur dioxide</th>\n",
       "      <th>total sulfur dioxide</th>\n",
       "      <th>density</th>\n",
       "      <th>pH</th>\n",
       "      <th>sulphates</th>\n",
       "      <th>alcohol</th>\n",
       "      <th>quality</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1599.000</td>\n",
       "      <td>1599.000</td>\n",
       "      <td>1599.000</td>\n",
       "      <td>1599.000</td>\n",
       "      <td>1599.000</td>\n",
       "      <td>1599.000</td>\n",
       "      <td>1599.000</td>\n",
       "      <td>1599.000</td>\n",
       "      <td>1599.000</td>\n",
       "      <td>1599.000</td>\n",
       "      <td>1599.000</td>\n",
       "      <td>1599.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>8.320</td>\n",
       "      <td>0.528</td>\n",
       "      <td>0.271</td>\n",
       "      <td>2.539</td>\n",
       "      <td>0.087</td>\n",
       "      <td>15.875</td>\n",
       "      <td>46.468</td>\n",
       "      <td>0.997</td>\n",
       "      <td>3.311</td>\n",
       "      <td>0.658</td>\n",
       "      <td>10.423</td>\n",
       "      <td>5.636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.741</td>\n",
       "      <td>0.179</td>\n",
       "      <td>0.195</td>\n",
       "      <td>1.410</td>\n",
       "      <td>0.047</td>\n",
       "      <td>10.460</td>\n",
       "      <td>32.895</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.154</td>\n",
       "      <td>0.170</td>\n",
       "      <td>1.066</td>\n",
       "      <td>0.808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>4.600</td>\n",
       "      <td>0.120</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.900</td>\n",
       "      <td>0.012</td>\n",
       "      <td>1.000</td>\n",
       "      <td>6.000</td>\n",
       "      <td>0.990</td>\n",
       "      <td>2.740</td>\n",
       "      <td>0.330</td>\n",
       "      <td>8.400</td>\n",
       "      <td>3.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>7.100</td>\n",
       "      <td>0.390</td>\n",
       "      <td>0.090</td>\n",
       "      <td>1.900</td>\n",
       "      <td>0.070</td>\n",
       "      <td>7.000</td>\n",
       "      <td>22.000</td>\n",
       "      <td>0.996</td>\n",
       "      <td>3.210</td>\n",
       "      <td>0.550</td>\n",
       "      <td>9.500</td>\n",
       "      <td>5.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>7.900</td>\n",
       "      <td>0.520</td>\n",
       "      <td>0.260</td>\n",
       "      <td>2.200</td>\n",
       "      <td>0.079</td>\n",
       "      <td>14.000</td>\n",
       "      <td>38.000</td>\n",
       "      <td>0.997</td>\n",
       "      <td>3.310</td>\n",
       "      <td>0.620</td>\n",
       "      <td>10.200</td>\n",
       "      <td>6.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>9.200</td>\n",
       "      <td>0.640</td>\n",
       "      <td>0.420</td>\n",
       "      <td>2.600</td>\n",
       "      <td>0.090</td>\n",
       "      <td>21.000</td>\n",
       "      <td>62.000</td>\n",
       "      <td>0.998</td>\n",
       "      <td>3.400</td>\n",
       "      <td>0.730</td>\n",
       "      <td>11.100</td>\n",
       "      <td>6.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>15.900</td>\n",
       "      <td>1.580</td>\n",
       "      <td>1.000</td>\n",
       "      <td>15.500</td>\n",
       "      <td>0.611</td>\n",
       "      <td>72.000</td>\n",
       "      <td>289.000</td>\n",
       "      <td>1.004</td>\n",
       "      <td>4.010</td>\n",
       "      <td>2.000</td>\n",
       "      <td>14.900</td>\n",
       "      <td>8.000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       fixed acidity  volatile acidity  citric acid  residual sugar  \\\n",
       "count       1599.000          1599.000     1599.000        1599.000   \n",
       "mean           8.320             0.528        0.271           2.539   \n",
       "std            1.741             0.179        0.195           1.410   \n",
       "min            4.600             0.120        0.000           0.900   \n",
       "25%            7.100             0.390        0.090           1.900   \n",
       "50%            7.900             0.520        0.260           2.200   \n",
       "75%            9.200             0.640        0.420           2.600   \n",
       "max           15.900             1.580        1.000          15.500   \n",
       "\n",
       "       chlorides  free sulfur dioxide  total sulfur dioxide   density  \\\n",
       "count   1599.000             1599.000              1599.000  1599.000   \n",
       "mean       0.087               15.875                46.468     0.997   \n",
       "std        0.047               10.460                32.895     0.002   \n",
       "min        0.012                1.000                 6.000     0.990   \n",
       "25%        0.070                7.000                22.000     0.996   \n",
       "50%        0.079               14.000                38.000     0.997   \n",
       "75%        0.090               21.000                62.000     0.998   \n",
       "max        0.611               72.000               289.000     1.004   \n",
       "\n",
       "             pH  sulphates   alcohol   quality  \n",
       "count  1599.000   1599.000  1599.000  1599.000  \n",
       "mean      3.311      0.658    10.423     5.636  \n",
       "std       0.154      0.170     1.066     0.808  \n",
       "min       2.740      0.330     8.400     3.000  \n",
       "25%       3.210      0.550     9.500     5.000  \n",
       "50%       3.310      0.620    10.200     6.000  \n",
       "75%       3.400      0.730    11.100     6.000  \n",
       "max       4.010      2.000    14.900     8.000  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "（2）显示quality取值相关信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "quality的取值： [5 6 7 4 8 3]\n",
      "quality的取值个数： 6\n",
      "         fixed acidity  volatile acidity  citric acid  residual sugar  \\\n",
      "quality                                                                 \n",
      "3                8.360             0.885        0.171           2.635   \n",
      "4                7.779             0.694        0.174           2.694   \n",
      "5                8.167             0.577        0.244           2.529   \n",
      "6                8.347             0.497        0.274           2.477   \n",
      "7                8.872             0.404        0.375           2.721   \n",
      "8                8.567             0.423        0.391           2.578   \n",
      "\n",
      "         chlorides  free sulfur dioxide  total sulfur dioxide  density     pH  \\\n",
      "quality                                                                         \n",
      "3            0.123               11.000                24.900    0.997  3.398   \n",
      "4            0.091               12.264                36.245    0.997  3.382   \n",
      "5            0.093               16.984                56.514    0.997  3.305   \n",
      "6            0.085               15.712                40.870    0.997  3.318   \n",
      "7            0.077               14.045                35.020    0.996  3.291   \n",
      "8            0.068               13.278                33.444    0.995  3.267   \n",
      "\n",
      "         sulphates  alcohol  \n",
      "quality                      \n",
      "3            0.570    9.955  \n",
      "4            0.596   10.265  \n",
      "5            0.621    9.900  \n",
      "6            0.675   10.630  \n",
      "7            0.741   11.466  \n",
      "8            0.768   12.094  \n"
     ]
    }
   ],
   "source": [
    "print('quality的取值：',df['quality'].unique())\n",
    "print('quality的取值个数：',df['quality'].nunique())\n",
    "print(df.groupby('quality').mean())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "（3）显示各个变量的直方图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "color = sns.color_palette()\n",
    "column= df.columns.tolist()\n",
    "fig = plt.figure(figsize = (10,8))\n",
    "for i in range(12):\n",
    "    plt.subplot(4,3,i+1)\n",
    "    df[column[i]].hist(bins = 100,color = color[3])\n",
    "    plt.xlabel(column[i],fontsize = 12)\n",
    "    plt.ylabel('Frequency',fontsize = 12)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "（4）显示各个变量的盒图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (10,8))\n",
    "for i in range(12):\n",
    "    plt.subplot(4,3,i+1)\n",
    "    sns.boxplot(df[column[i]],orient = 'v',width = 0.5,color = color[4])\n",
    "    plt.ylabel(column[i],fontsize = 12)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "（5）酸度相关的特征信息"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "酸性相关的特征分析\n",
    "该数据集与酸度相关的特征有’fixed acidity’, ‘volatile acidity’, ‘citric acid’,‘chlorides’, ‘free sulfur dioxide’, ‘total sulfur dioxide’,‘PH’。其中前6中酸度特征都会对PH产生影响。PH在对数尺度，然后对6中酸度取对数做直方图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "acidityfeat = ['fixed acidity', \n",
    "\t\t\t\t'volatile acidity', \n",
    "\t\t\t\t'citric acid', \n",
    "\t\t\t\t'chlorides', \n",
    "\t\t\t\t'free sulfur dioxide', \n",
    "\t\t\t\t'total sulfur dioxide',]\n",
    "\n",
    "fig = plt.figure(figsize = (10,6))\n",
    "for i in range(6):\n",
    "    plt.subplot(2,3,i+1)\n",
    "    v = np.log10(np.clip(df[acidityfeat[i]].values,a_min = 0.001,a_max = None))\n",
    "    plt.hist(v,bins = 50,color = color[0])\n",
    "    plt.xlabel('log('+ acidityfeat[i] +')',fontsize = 12)\n",
    "    plt.ylabel('Frequency')    \n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 4\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'\\npH值主要是与fixed acidity有关，\\nfixed acidity比volatile acidity和citric acid高1到2个数量级(Figure 4)，比free sulfur dioxide, total sulfur dioxide, sulphates高3个数量级。\\n   一个新特征total acid来自于前三个特征的和。\\n'"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6,3))\n",
    "\n",
    "bins = 10**(np.linspace(-2,2)) # linspace 默认50等分\n",
    "plt.hist(df['fixed acidity'], bins=bins, edgecolor = 'k', label='Fixed Acidity') #bins: 直方图的柱数，可选项，默认为10\n",
    "plt.hist(df['volatile acidity'], bins=bins, edgecolor = 'k', label='Volatitle Acidity')#label:字符串或任何可以用'%s'转换打印的内容。\n",
    "plt.hist(df['citric acid'], bins=bins, edgecolor = 'k', label='Citric Acid')\n",
    "plt.xscale('log')\n",
    "plt.xlabel('Acid Concentration(g/dm^3)')\n",
    "plt.ylabel('Frequency')\n",
    "plt.title('Histogram of Acid Contacts')#title ：图形标题\n",
    "plt.legend()#plt.legend（）函数主要的作用就是给图加上图例\n",
    "plt.tight_layout()\n",
    "\n",
    "print('Figure 4')\n",
    "\"\"\"\n",
    "pH值主要是与fixed acidity有关，\n",
    "fixed acidity比volatile acidity和citric acid高1到2个数量级(Figure 4)，比free sulfur dioxide, total sulfur dioxide, sulphates高3个数量级。\n",
    "   一个新特征total acid来自于前三个特征的和。\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "（6）甜度（sweetness）分析"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "甜度（sweetness）\n",
    "residual sugar主要与酒的甜度有关，干红（<= 4g/L），半干（4-12g/L），半甜（12-45g/L），甜（>= 45g/L），该数据集中没有甜葡萄酒。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>fixed acidity</th>\n",
       "      <th>volatile acidity</th>\n",
       "      <th>citric acid</th>\n",
       "      <th>residual sugar</th>\n",
       "      <th>chlorides</th>\n",
       "      <th>free sulfur dioxide</th>\n",
       "      <th>total sulfur dioxide</th>\n",
       "      <th>density</th>\n",
       "      <th>pH</th>\n",
       "      <th>sulphates</th>\n",
       "      <th>alcohol</th>\n",
       "      <th>quality</th>\n",
       "      <th>sweetness</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7.4</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.076</td>\n",
       "      <td>11.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.998</td>\n",
       "      <td>3.51</td>\n",
       "      <td>0.56</td>\n",
       "      <td>9.4</td>\n",
       "      <td>5</td>\n",
       "      <td>dry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7.8</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0.098</td>\n",
       "      <td>25.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>0.997</td>\n",
       "      <td>3.20</td>\n",
       "      <td>0.68</td>\n",
       "      <td>9.8</td>\n",
       "      <td>5</td>\n",
       "      <td>dry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7.8</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0.04</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0.092</td>\n",
       "      <td>15.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>0.997</td>\n",
       "      <td>3.26</td>\n",
       "      <td>0.65</td>\n",
       "      <td>9.8</td>\n",
       "      <td>5</td>\n",
       "      <td>dry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>11.2</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.56</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.075</td>\n",
       "      <td>17.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.998</td>\n",
       "      <td>3.16</td>\n",
       "      <td>0.58</td>\n",
       "      <td>9.8</td>\n",
       "      <td>6</td>\n",
       "      <td>dry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7.4</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.076</td>\n",
       "      <td>11.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.998</td>\n",
       "      <td>3.51</td>\n",
       "      <td>0.56</td>\n",
       "      <td>9.4</td>\n",
       "      <td>5</td>\n",
       "      <td>dry</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   fixed acidity  volatile acidity  citric acid  residual sugar  chlorides  \\\n",
       "0            7.4              0.70         0.00             1.9      0.076   \n",
       "1            7.8              0.88         0.00             2.6      0.098   \n",
       "2            7.8              0.76         0.04             2.3      0.092   \n",
       "3           11.2              0.28         0.56             1.9      0.075   \n",
       "4            7.4              0.70         0.00             1.9      0.076   \n",
       "\n",
       "   free sulfur dioxide  total sulfur dioxide  density    pH  sulphates  \\\n",
       "0                 11.0                  34.0    0.998  3.51       0.56   \n",
       "1                 25.0                  67.0    0.997  3.20       0.68   \n",
       "2                 15.0                  54.0    0.997  3.26       0.65   \n",
       "3                 17.0                  60.0    0.998  3.16       0.58   \n",
       "4                 11.0                  34.0    0.998  3.51       0.56   \n",
       "\n",
       "   alcohol  quality sweetness  \n",
       "0      9.4        5       dry  \n",
       "1      9.8        5       dry  \n",
       "2      9.8        5       dry  \n",
       "3      9.8        6       dry  \n",
       "4      9.4        5       dry  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['sweetness'] = pd.cut(df['residual sugar'],bins = [0,4,12,45],labels = ['dry','semi-dry','semi-sweet'])\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(7) 绘制甜度值的直方图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 5\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (6,4))\n",
    "df['sweetness'].value_counts().plot(kind = 'bar',color = color[0])\n",
    "plt.xticks(rotation = 0)\n",
    "plt.xlabel('sweetness')\n",
    "plt.ylabel('frequency')\n",
    "plt.tight_layout()\n",
    "print('Figure 5')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "（8）绘制不同品质红酒的各个属性的盒图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 7:PhysicoChemico Propertise and Wine Quality by Boxplot\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 创建一个新特征total acid\n",
    "df['total acid'] = df['fixed acidity'] + df['volatile acidity'] + df['citric acid']\n",
    "\n",
    "columns = df.columns.tolist()\n",
    "columns.remove('sweetness')\n",
    "# columns\n",
    "\n",
    "# ['fixed acidity',\n",
    "#  'volatile acidity',\n",
    "#  'citric acid',\n",
    "#  'residual sugar',\n",
    "#  'chlorides',\n",
    "#  'free sulfur dioxide',\n",
    "#  'total sulfur dioxide',\n",
    "#  'density',\n",
    "#  'pH',\n",
    "#  'sulphates',\n",
    "#  'alcohol',\n",
    "#  'quality',\n",
    "#  'total acid']\n",
    "sns.set_style('ticks')\n",
    "sns.set_context('notebook',font_scale = 1.1)\n",
    "\n",
    "column = columns[0:11] + ['total acid']\n",
    "plt.figure(figsize = (10,8))\n",
    "for i in range(12):\n",
    "    plt.subplot(4,3,i+1)\n",
    "    sns.boxplot(x = 'quality',y = column[i], data = df,color = color[1],width = 0.6)\n",
    "    plt.ylabel(column[i],fontsize = 12)\n",
    "plt.tight_layout()\n",
    "\n",
    "print('Figure 7:PhysicoChemico Propertise and Wine Quality by Boxplot')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从上图可以看出：\n",
    "\n",
    "红酒品质与柠檬酸，硫酸盐，酒精度成正相关\n",
    "红酒品质与易挥发性酸，密度，PH成负相关\n",
    "残留糖分，氯离子，二氧化硫对红酒品质没有什么影响"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "绘制相关矩阵"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style('dark')\n",
    "plt.figure(figsize = (10,8))\n",
    "mcorr = df[column].corr()\n",
    "#构造与mcorr同维矩阵为布尔型\n",
    "mask = np.zeros_like(mcorr,dtype = bool) \n",
    "mask[np.triu_indices_from(mask)] = True    #角分线右侧为true\n",
    "cmap = sns.diverging_palette(220, 10, as_cmap=True)\n",
    "g = sns.heatmap(mcorr, mask=mask, cmap=cmap, square=True, annot=True, fmt='0.2f')\n",
    "\n",
    "#print('Figure 8:Pairwise colleration plot')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "（9）分析密度和酒精浓度的关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(7.0, 16.0)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 密度和酒精浓度\n",
    "# 密度和酒精浓度是相关的，物理上，但两者并不是线性关系。另外密度还与酒精中的其中物质含量有关，但是相关性很小。\n",
    "\n",
    "sns.set_style('ticks')\n",
    "sns.set_context('notebook',font_scale = 1.4)\n",
    "\n",
    "plt.figure(figsize = (6,4))\n",
    "sns.regplot(x = 'density',y = 'alcohol',data = df,scatter_kws = {'s':10},color = color[1])\n",
    "plt.xlabel('density',fontsize = 12)\n",
    "plt.ylabel('alcohol',fontsize = 12)\n",
    "\n",
    "plt.xlim(0.989,1.005)\n",
    "plt.ylim(7,16)\n",
    "\n",
    "# print('Figure 9: Density vs Alcohol')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "酸性物质含量和PH\n",
    "因为PH和非挥发性酸之间存在着-0.68的相关性，因为非挥发性酸的总量特别高，所以total acid这个指标意义不大。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['fixed acidity',\n",
       " 'volatile acidity',\n",
       " 'citric acid',\n",
       " 'residual sugar',\n",
       " 'chlorides',\n",
       " 'free sulfur dioxide',\n",
       " 'total sulfur dioxide',\n",
       " 'density',\n",
       " 'pH',\n",
       " 'sulphates',\n",
       " 'alcohol',\n",
       " 'total acid']"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 10:The correlation between different acid and PH\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "acidity_raleted = ['fixed acidity','volatile acidity','total sulfur dioxide','chlorides','total acid']\n",
    "\n",
    "plt.figure(figsize = (10,6))\n",
    "\n",
    "for i in range(5):\n",
    "    plt.subplot(2,3,i+1)\n",
    "    sns.regplot(x = 'pH',y = acidity_raleted[i],data = df,scatter_kws = {'s':10},color = color[1])\n",
    "    plt.xlabel('PH',fontsize = 12)\n",
    "    plt.ylabel(acidity_raleted[i],fontsize = 12)\n",
    "    \n",
    "plt.tight_layout()\n",
    "print('Figure 10:The correlation between different acid and PH')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "多变量分析\n",
    "与红酒品质相关性最高的三个特征分别是酒精浓度，挥发性酸含量，柠檬酸。下面研究三个特征对红酒的品质有何影响。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "lmplot() got an unexpected keyword argument 'size'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[18], line 4\u001b[0m\n\u001b[0;32m      1\u001b[0m plt\u001b[38;5;241m.\u001b[39mstyle\u001b[38;5;241m.\u001b[39muse(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mggplot\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m      3\u001b[0m plt\u001b[38;5;241m.\u001b[39mfigure(figsize \u001b[38;5;241m=\u001b[39m (\u001b[38;5;241m6\u001b[39m,\u001b[38;5;241m4\u001b[39m))\n\u001b[1;32m----> 4\u001b[0m \u001b[43msns\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlmplot\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43malcohol\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43my\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mvolatile acidity\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43mhue\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mquality\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43mdata\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mdf\u001b[49m\u001b[43m,\u001b[49m\u001b[43mfit_reg\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43mscatter_kws\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43m{\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43ms\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m:\u001b[49m\u001b[38;5;241;43m10\u001b[39;49m\u001b[43m}\u001b[49m\u001b[43m,\u001b[49m\u001b[43msize\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m5\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[0;32m      5\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFigure 11-1:scatter plot between alcohol and volatile acidity and quality\u001b[39m\u001b[38;5;124m'\u001b[39m)\n",
      "\u001b[1;31mTypeError\u001b[0m: lmplot() got an unexpected keyword argument 'size'"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 600x400 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('ggplot')\n",
    "\n",
    "plt.figure(figsize = (6,4))\n",
    "sns.lmplot(x = 'alcohol',y = 'volatile acidity',hue = 'quality',data = df,fit_reg = False,scatter_kws = {'s':10},size = 5)\n",
    "print('Figure 11-1:scatter plot between alcohol and volatile acidity and quality')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Administrator\\anaconda3\\lib\\site-packages\\seaborn\\regression.py:580: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 11-2: Scatter Plots of Alcohol, Volatile Acid and Quality\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 583.2x432 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x = 'alcohol', y = 'volatile acidity', col='quality', hue = 'quality', \n",
    "           data = df,fit_reg = False, size = 3,  aspect = 0.9, col_wrap=3,\n",
    "           scatter_kws={'s':20})\n",
    "print(\"Figure 11-2: Scatter Plots of Alcohol, Volatile Acid and Quality\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "PH和非挥发性酸，柠檬酸\n",
    "PH和非挥发性酸，柠檬酸成负相关。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 12: pH with Fixed Acidity and Citric Acid\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style('ticks')\n",
    "sns.set_context(\"notebook\", font_scale= 1.4)\n",
    "\n",
    "plt.figure(figsize=(6,5))\n",
    "cm = plt.cm.get_cmap('RdBu')\n",
    "sc = plt.scatter(df['fixed acidity'], df['citric acid'], c=df['pH'], vmin=2.6, vmax=4, s=15, cmap=cm)\n",
    "bar = plt.colorbar(sc)\n",
    "bar.set_label('pH', rotation = 0)\n",
    "plt.xlabel('fixed acidity')\n",
    "plt.ylabel('citric acid')\n",
    "plt.xlim(4,18)\n",
    "plt.ylim(0,1)\n",
    "print('Figure 12: pH with Fixed Acidity and Citric Acid')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "总结\n",
    "对于红酒品质影响最重要的三个特征：酒精度、挥发性酸含量和柠檬酸。对于品质高于7的优质红酒和品质低于4的劣质红酒，直观上线性可分，对于品质为5和6的红酒很难进行线性区分。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据挖掘时间部分"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>fixed acidity</th>\n",
       "      <th>volatile acidity</th>\n",
       "      <th>citric acid</th>\n",
       "      <th>residual sugar</th>\n",
       "      <th>chlorides</th>\n",
       "      <th>free sulfur dioxide</th>\n",
       "      <th>total sulfur dioxide</th>\n",
       "      <th>density</th>\n",
       "      <th>pH</th>\n",
       "      <th>sulphates</th>\n",
       "      <th>alcohol</th>\n",
       "      <th>quality</th>\n",
       "      <th>sweetness</th>\n",
       "      <th>total acid</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7.4</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.076</td>\n",
       "      <td>11.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.998</td>\n",
       "      <td>3.51</td>\n",
       "      <td>0.56</td>\n",
       "      <td>9.4</td>\n",
       "      <td>5</td>\n",
       "      <td>dry</td>\n",
       "      <td>8.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7.8</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0.098</td>\n",
       "      <td>25.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>0.997</td>\n",
       "      <td>3.20</td>\n",
       "      <td>0.68</td>\n",
       "      <td>9.8</td>\n",
       "      <td>5</td>\n",
       "      <td>dry</td>\n",
       "      <td>8.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7.8</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0.04</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0.092</td>\n",
       "      <td>15.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>0.997</td>\n",
       "      <td>3.26</td>\n",
       "      <td>0.65</td>\n",
       "      <td>9.8</td>\n",
       "      <td>5</td>\n",
       "      <td>dry</td>\n",
       "      <td>8.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>11.2</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.56</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.075</td>\n",
       "      <td>17.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.998</td>\n",
       "      <td>3.16</td>\n",
       "      <td>0.58</td>\n",
       "      <td>9.8</td>\n",
       "      <td>6</td>\n",
       "      <td>dry</td>\n",
       "      <td>12.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7.4</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.076</td>\n",
       "      <td>11.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.998</td>\n",
       "      <td>3.51</td>\n",
       "      <td>0.56</td>\n",
       "      <td>9.4</td>\n",
       "      <td>5</td>\n",
       "      <td>dry</td>\n",
       "      <td>8.10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   fixed acidity  volatile acidity  citric acid  residual sugar  chlorides  \\\n",
       "0            7.4              0.70         0.00             1.9      0.076   \n",
       "1            7.8              0.88         0.00             2.6      0.098   \n",
       "2            7.8              0.76         0.04             2.3      0.092   \n",
       "3           11.2              0.28         0.56             1.9      0.075   \n",
       "4            7.4              0.70         0.00             1.9      0.076   \n",
       "\n",
       "   free sulfur dioxide  total sulfur dioxide  density    pH  sulphates  \\\n",
       "0                 11.0                  34.0    0.998  3.51       0.56   \n",
       "1                 25.0                  67.0    0.997  3.20       0.68   \n",
       "2                 15.0                  54.0    0.997  3.26       0.65   \n",
       "3                 17.0                  60.0    0.998  3.16       0.58   \n",
       "4                 11.0                  34.0    0.998  3.51       0.56   \n",
       "\n",
       "   alcohol  quality sweetness  total acid  \n",
       "0      9.4        5       dry        8.10  \n",
       "1      9.8        5       dry        8.68  \n",
       "2      9.8        5       dry        8.60  \n",
       "3      9.8        6       dry       12.04  \n",
       "4      9.4        5       dry        8.10  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 数据建模\n",
    "# 线性回归\n",
    "# 集成算法\n",
    "# 提升算法\n",
    "# 模型评估\n",
    "# 确定模型参数\n",
    "# 1.数据集切分\n",
    "# 1.1 切分特征和标签\n",
    "\n",
    "# 1.2 切分训练集个测试集\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "（10）查看空缺数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "fixed acidity           0\n",
       "volatile acidity        0\n",
       "citric acid             0\n",
       "residual sugar          0\n",
       "chlorides               0\n",
       "free sulfur dioxide     0\n",
       "total sulfur dioxide    0\n",
       "density                 0\n",
       "pH                      0\n",
       "sulphates               0\n",
       "alcohol                 0\n",
       "quality                 0\n",
       "sweetness               0\n",
       "total acid              0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 数据预处理工作\n",
    "\n",
    "# 检查数据的完整性\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(11)数据类型编码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>fixed acidity</th>\n",
       "      <th>volatile acidity</th>\n",
       "      <th>citric acid</th>\n",
       "      <th>residual sugar</th>\n",
       "      <th>chlorides</th>\n",
       "      <th>free sulfur dioxide</th>\n",
       "      <th>total sulfur dioxide</th>\n",
       "      <th>density</th>\n",
       "      <th>pH</th>\n",
       "      <th>sulphates</th>\n",
       "      <th>alcohol</th>\n",
       "      <th>quality</th>\n",
       "      <th>sweetness</th>\n",
       "      <th>total acid</th>\n",
       "      <th>dry</th>\n",
       "      <th>semi-dry</th>\n",
       "      <th>semi-sweet</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7.4</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.076</td>\n",
       "      <td>11.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.998</td>\n",
       "      <td>3.51</td>\n",
       "      <td>0.56</td>\n",
       "      <td>9.4</td>\n",
       "      <td>5</td>\n",
       "      <td>dry</td>\n",
       "      <td>8.10</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7.8</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0.098</td>\n",
       "      <td>25.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>0.997</td>\n",
       "      <td>3.20</td>\n",
       "      <td>0.68</td>\n",
       "      <td>9.8</td>\n",
       "      <td>5</td>\n",
       "      <td>dry</td>\n",
       "      <td>8.68</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7.8</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0.04</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0.092</td>\n",
       "      <td>15.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>0.997</td>\n",
       "      <td>3.26</td>\n",
       "      <td>0.65</td>\n",
       "      <td>9.8</td>\n",
       "      <td>5</td>\n",
       "      <td>dry</td>\n",
       "      <td>8.60</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>11.2</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.56</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.075</td>\n",
       "      <td>17.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.998</td>\n",
       "      <td>3.16</td>\n",
       "      <td>0.58</td>\n",
       "      <td>9.8</td>\n",
       "      <td>6</td>\n",
       "      <td>dry</td>\n",
       "      <td>12.04</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7.4</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.076</td>\n",
       "      <td>11.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.998</td>\n",
       "      <td>3.51</td>\n",
       "      <td>0.56</td>\n",
       "      <td>9.4</td>\n",
       "      <td>5</td>\n",
       "      <td>dry</td>\n",
       "      <td>8.10</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   fixed acidity  volatile acidity  citric acid  residual sugar  chlorides  \\\n",
       "0            7.4              0.70         0.00             1.9      0.076   \n",
       "1            7.8              0.88         0.00             2.6      0.098   \n",
       "2            7.8              0.76         0.04             2.3      0.092   \n",
       "3           11.2              0.28         0.56             1.9      0.075   \n",
       "4            7.4              0.70         0.00             1.9      0.076   \n",
       "\n",
       "   free sulfur dioxide  total sulfur dioxide  density    pH  sulphates  \\\n",
       "0                 11.0                  34.0    0.998  3.51       0.56   \n",
       "1                 25.0                  67.0    0.997  3.20       0.68   \n",
       "2                 15.0                  54.0    0.997  3.26       0.65   \n",
       "3                 17.0                  60.0    0.998  3.16       0.58   \n",
       "4                 11.0                  34.0    0.998  3.51       0.56   \n",
       "\n",
       "   alcohol  quality sweetness  total acid  dry  semi-dry  semi-sweet  \n",
       "0      9.4        5       dry        8.10    1         0           0  \n",
       "1      9.8        5       dry        8.68    1         0           0  \n",
       "2      9.8        5       dry        8.60    1         0           0  \n",
       "3      9.8        6       dry       12.04    1         0           0  \n",
       "4      9.4        5       dry        8.10    1         0           0  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 将object类型的数据转化为int类型\n",
    "sweetness = pd.get_dummies(df['sweetness'])\n",
    "df = pd.concat([df,sweetness],axis = 1)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "（12）将数据集划分为训练集和测试集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "训练特征的规模: (1119, 15)\n",
      "训练标签的规模: (1119,)\n",
      "测试特征的规模: (480, 15)\n",
      "测试标签的规模: (480,)\n"
     ]
    }
   ],
   "source": [
    "df = df.drop('sweetness',axis = 1)\n",
    "labels = df['quality']\n",
    "features = df.drop('quality',axis = 1)\n",
    "# 对原始数据集进行切分\n",
    "from sklearn.model_selection import train_test_split\n",
    "train_features,test_features,train_labels,test_labels = train_test_split(features,labels,test_size = 0.3,random_state = 0)\n",
    "\n",
    "print('训练特征的规模:',train_features.shape)\n",
    "print('训练标签的规模:',train_labels.shape)\n",
    "print('测试特征的规模:',test_features.shape)\n",
    "print('测试标签的规模:',test_labels.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "（13）利用SVM对数据进行分类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "训练集的准确率 0.5924932975871313\n",
      "测试集的准确率 0.6229166666666667\n"
     ]
    }
   ],
   "source": [
    "from sklearn import svm\n",
    "classifier=svm.SVC(kernel='linear',gamma=0.1)\n",
    "classifier.fit(train_features,train_labels)\n",
    "print('训练集的准确率',classifier.score(train_features,train_labels))\n",
    "print('测试集的准确率',classifier.score(test_features,test_labels))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([5.75571751, 4.82871294, 6.59036909, 5.36644662, 5.89993476])"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "LR = LinearRegression()\n",
    "LR.fit(train_features,train_labels)\n",
    "\n",
    "prediction = LR.predict(test_features)\n",
    "prediction[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "线性回归模型的预测误差: 0.6332278109768243\n"
     ]
    }
   ],
   "source": [
    "#对模型进行评估\n",
    "from sklearn.metrics import mean_squared_error\n",
    "RMSE = np.sqrt(mean_squared_error(test_labels,prediction))\n",
    "print('线性回归模型的预测误差:',RMSE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "线性回归模型预测误差: 0.6351421172394887\n"
     ]
    }
   ],
   "source": [
    "# 对训练特征和测试特征做标准化处理，观察结果\n",
    "\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "train_features_std = StandardScaler().fit_transform(train_features)\n",
    "test_features_std = StandardScaler().fit_transform(test_features)\n",
    "LR = LinearRegression()\n",
    "LR.fit(train_features_std,train_labels)\n",
    "prediction = LR.predict(test_features_std)\n",
    "\n",
    "#观察预测结果误差\n",
    "RMSE = np.sqrt(mean_squared_error(prediction,test_labels))\n",
    "print('线性回归模型预测误差:',RMSE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "对比原始数据与做了标准化处理的数据，其结果相差不大，所以该数据集不需要做标准化处理。\n",
    "\n",
    "集成算法：随机森林"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "随机森林模型的预测误差: 0.6027713773341709\n"
     ]
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestRegressor\n",
    "RF = RandomForestRegressor()\n",
    "RF.fit(train_features,train_labels)\n",
    "prediction = RF.predict(test_features)\n",
    "RMSE = np.sqrt(mean_squared_error(prediction,test_labels))\n",
    "print('随机森林模型的预测误差:',RMSE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method BaseEstimator.get_params of RandomForestRegressor()>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "RF.get_params"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>GridSearchCV(cv=3, estimator=RandomForestRegressor(), n_jobs=-1,\n",
       "             param_grid={&#x27;max_depth&#x27;: [3, 4, 5, 6],\n",
       "                         &#x27;min_samples_split&#x27;: [2, 3, 4],\n",
       "                         &#x27;n_estimators&#x27;: [100, 200, 300, 400, 500]},\n",
       "             scoring=&#x27;neg_mean_squared_error&#x27;)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" ><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">GridSearchCV</label><div class=\"sk-toggleable__content\"><pre>GridSearchCV(cv=3, estimator=RandomForestRegressor(), n_jobs=-1,\n",
       "             param_grid={&#x27;max_depth&#x27;: [3, 4, 5, 6],\n",
       "                         &#x27;min_samples_split&#x27;: [2, 3, 4],\n",
       "                         &#x27;n_estimators&#x27;: [100, 200, 300, 400, 500]},\n",
       "             scoring=&#x27;neg_mean_squared_error&#x27;)</pre></div></div></div><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" ><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">estimator: RandomForestRegressor</label><div class=\"sk-toggleable__content\"><pre>RandomForestRegressor()</pre></div></div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" ><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">RandomForestRegressor</label><div class=\"sk-toggleable__content\"><pre>RandomForestRegressor()</pre></div></div></div></div></div></div></div></div></div></div>"
      ],
      "text/plain": [
       "GridSearchCV(cv=3, estimator=RandomForestRegressor(), n_jobs=-1,\n",
       "             param_grid={'max_depth': [3, 4, 5, 6],\n",
       "                         'min_samples_split': [2, 3, 4],\n",
       "                         'n_estimators': [100, 200, 300, 400, 500]},\n",
       "             scoring='neg_mean_squared_error')"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.model_selection import GridSearchCV\n",
    "param_grid = {'n_estimators':[100,200,300,400,500],\n",
    "             'max_depth':[3,4,5,6],\n",
    "             'min_samples_split':[2,3,4]}\n",
    "\n",
    "RF = RandomForestRegressor()\n",
    "grid = GridSearchCV(RF,param_grid = param_grid,scoring = 'neg_mean_squared_error',cv = 3,n_jobs = -1)\n",
    "grid.fit(train_features,train_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# GridSearchCV(cv=3, error_score='raise-deprecating',\n",
    "#        estimator=RandomForestRegressor(bootstrap=True, criterion='mse', max_depth=None,\n",
    "#            max_features='auto', max_leaf_nodes=None,\n",
    "#            min_impurity_decrease=0.0, min_impurity_split=None,\n",
    "#            min_samples_leaf=1, min_samples_split=2,\n",
    "#            min_weight_fraction_leaf=0.0, n_estimators='warn', n_jobs=None,\n",
    "#            oob_score=False, random_state=None, verbose=0, warm_start=False),\n",
    "#        fit_params=None, iid='warn', n_jobs=-1,\n",
    "#        param_grid={'n_estimators': [100, 200, 300, 400, 500], 'max_depth': [3, 4, 5, 6], 'min_samples_split': [2, 3, 4]},\n",
    "#        pre_dispatch='2*n_jobs', refit=True, return_train_score='warn',\n",
    "#        scoring='neg_mean_squared_error', verbose=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'max_depth': 6, 'min_samples_split': 3, 'n_estimators': 100}"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grid.best_params_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-2 {color: black;background-color: white;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>RandomForestRegressor(max_depth=6, n_estimators=300)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-4\" type=\"checkbox\" checked><label for=\"sk-estimator-id-4\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">RandomForestRegressor</label><div class=\"sk-toggleable__content\"><pre>RandomForestRegressor(max_depth=6, n_estimators=300)</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "RandomForestRegressor(max_depth=6, n_estimators=300)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "RF = RandomForestRegressor(n_estimators = 300,min_samples_split = 2,max_depth = 6)\n",
    "\n",
    "RF.fit(train_features,train_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-4 {color: black;background-color: white;}#sk-container-id-4 pre{padding: 0;}#sk-container-id-4 div.sk-toggleable {background-color: white;}#sk-container-id-4 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-4 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-4 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-4 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-4 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-4 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-4 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-4 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-4 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-4 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-4 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-4 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-4 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-4 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-4 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-4 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-4 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-4 div.sk-item {position: relative;z-index: 1;}#sk-container-id-4 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-4 div.sk-item::before, #sk-container-id-4 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-4 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-4 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-4 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-4 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-4 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-4 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-4 div.sk-label-container {text-align: center;}#sk-container-id-4 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-4 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-4\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>RandomForestRegressor(criterion=&#x27;mse&#x27;, max_depth=6, max_features=&#x27;auto&#x27;,\n",
       "                      n_estimators=300)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-6\" type=\"checkbox\" checked><label for=\"sk-estimator-id-6\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">RandomForestRegressor</label><div class=\"sk-toggleable__content\"><pre>RandomForestRegressor(criterion=&#x27;mse&#x27;, max_depth=6, max_features=&#x27;auto&#x27;,\n",
       "                      n_estimators=300)</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "RandomForestRegressor(criterion='mse', max_depth=6, max_features='auto',\n",
       "                      n_estimators=300)"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "RandomForestRegressor(bootstrap=True, criterion='mse', max_depth=6,\n",
    "           max_features='auto', max_leaf_nodes=None,\n",
    "           min_impurity_decrease=0.0,min_impurity_split=None,\n",
    "           min_samples_leaf=1, min_samples_split=2,\n",
    "           min_weight_fraction_leaf=0.0, n_estimators=300, n_jobs=None,\n",
    "           oob_score=False, random_state=None, verbose=0, warm_start=False)\n",
    "'''\n",
    "RandomForestRegressor(bootstrap=True, criterion='mse', max_depth=6,\n",
    "           max_features='auto', max_leaf_nodes=None,\n",
    "           min_impurity_decrease=0.0,\n",
    "           min_samples_leaf=1, min_samples_split=2,\n",
    "           min_weight_fraction_leaf=0.0, n_estimators=300, n_jobs=None,\n",
    "           oob_score=False, random_state=None, verbose=0, warm_start=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "随机森林模型的预测误差: 0.6181670681350104\n"
     ]
    }
   ],
   "source": [
    "prediction = RF.predict(test_features)\n",
    "\n",
    "RF_RMSE = np.sqrt(mean_squared_error(prediction,test_labels))\n",
    "print('随机森林模型的预测误差:',RF_RMSE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "集成算法：GBDT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GBDT模型的预测误差: 0.6238632171427598\n"
     ]
    }
   ],
   "source": [
    "from sklearn.ensemble import GradientBoostingRegressor\n",
    "\n",
    "GBDT = GradientBoostingRegressor()\n",
    "GBDT.fit(train_features,train_labels)\n",
    "gbdt_prediction = GBDT.predict(test_features)\n",
    "gbdt_RMSE = np.sqrt(mean_squared_error(gbdt_prediction,test_labels))\n",
    "\n",
    "print('GBDT模型的预测误差:',gbdt_RMSE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method BaseEstimator.get_params of GradientBoostingRegressor()>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "GBDT.get_params"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
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